{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpret regression models using California Housing Prices Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook demonstrates how to apply the `Captum` library on a regression model and understand important features, layers / neurons that contribute to the prediction. It compares a number of attribution algorithms from `Captum` library for a simple DNN model trained on a sub-sample of a well-known California house prices dataset.\n",
    "\n",
    "Note that in order to be able to run this notebook successfully you need to install matplotlib and scikit-learn packages in advance.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from os import path\n",
    "\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# scikit-learn related imports\n",
    "import sklearn\n",
    "from sklearn.datasets import fetch_california_housing\n",
    "from sklearn.datasets import fetch_openml\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "# pytorch relates imports\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "\n",
    "# imports from captum library\n",
    "from captum.attr import LayerConductance, LayerActivation, LayerIntegratedGradients\n",
    "from captum.attr import IntegratedGradients, DeepLift, GradientShap, NoiseTunnel, FeatureAblation\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data loading and pre-processing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load california house prices dataset and corresponding labels from scikit-learn library. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "california = fetch_california_housing()\n",
    "\n",
    "\n",
    "# https://scikit-learn.org/stable/datasets/real_world.html#california-housing-dataset\n",
    "feature_names = california.feature_names\n",
    "\"\"\"\n",
    "Features:\n",
    "MedInc median income in block group\n",
    "HouseAge median house age in block group\n",
    "AveRooms average number of rooms per household\n",
    "AveBedrms average number of bedrooms per household\n",
    "Population block group population\n",
    "AveOccup average number of household members\n",
    "Latitude block group latitude\n",
    "Longitude block group longitude\n",
    " \n",
    "The target variable is the median house value for California districts, \n",
    "expressed in hundreds of thousands of dollars ($100,000).\n",
    "\n",
    "This dataset was derived from the 1990 U.S. census, using one row per census block group. \n",
    "A block group is the smallest geographical unit for which the U.S. Census Bureau publishes sample data \n",
    "(a block group typically has a population of 600 to 3,000 people).\n",
    "\"\"\"\n",
    "\n",
    "# take first n examples for speed up\n",
    "n = 600\n",
    "X = california.data[:n]\n",
    "y = california.target[:n]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to retain deterministic results, let's fix the seeds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.manual_seed(1234)\n",
    "np.random.seed(1234)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's use 70% of our data for training and the remaining 30% for testing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Exploration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize the dependent variable vs each independent variable in a separate plot. Apart from that we will also perform a simple regression analysis and plot the fitted line in dashed, red color."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
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d+4q9Jm45HS61a+e+4krLAN4Qz0QGq3//W71+AIDACPb3va/Pf+SoPSy/O9H6e1fZ+/KmusejqueItH3mq4hI3vr3v/+t5cuX68wzz9Trr7+uVq1aud3fqlUrDRgwIEy1AwAAAADfvPfee5o/f76WLFmiefPmafz48WrXrp0WLVpU6eNKSkpUVFTk9g8AAFjHqryCCiODyzNyjEJelVdQq+uE4Lrw6c8DWg44nr/xjERME0pW//63ev0AAIER7O97X59/9oqtYfndidbfu6relze+Hg9fniPS9pmvIiJ568knn5Qk3X///YqJiYgqAwAAIFI99ph08cXSkSPhrgmiSIcOHfTQQw9p7dq1Kioq0v79+/XRRx/p1FNP1d69e3XxxRfrm2++8fr4hx9+WCkpKa5/rVu3DmHtAQBAVXbt9+3is6/lAsGKdUJwFRUfDWg5wKmm8YxETBNKVv/+t3r9AACBEezve18ft63gUFDrUdPni7Tfu5rW19fjEcw6WFWdcFegKj/99JM2bNig1NRUnXbaaZo/f75ef/115efnq2nTpjr77LM1duxYJSQkhLuqAAAAiGQ//SR16nTs9tNPS3fcEb76IKrce++9FbYNGTJEAwcO1BlnnKFVq1Zp4sSJ+vTTTz0+ftKkSbr99ttdt4uKiujsAADAQpolJQa0XCBYsU4IruTEOvr9YKlP5YDqqGk8IxHThJLVv/+tXj8AQGAE+/ve18e1Sa0X1HrU9Pki7feupvX19XgEsw5WZflprL799ltJUufOnTV27FhdfPHFmjNnjhYvXqx58+bphhtuUPfu3bVt2zavz8F0vAAAAPDKGGn4cPfELUn64x/DUx/UKvHx8br//vslSUuXLtXevXs9lktISFBycrLbPwAAYB192qUqPSVRNi/32ySlpySqT7vUWl0nBNe7fx4Q0HJAVXyNZyRimlCy+ve/1esHAAiMYH/f+/r8Y/u1DcvvTrT+3lX1vrzx9Xj48hyRts98Zfnkrfz8fEnS119/rTlz5uiPf/yjtm7dquLiYn3yySdq3769NmzYoEsvvVR2u93jczAdLwAAADxaulSKiZEWLjy27ZFHHAldKSlhqxZql379+kmS7Ha7tmzZEubaAAAAf8TG2DR5WIYkVbgI7bw9eViGYmP8uUQdPXVCcKU1TFTduMov+deNi1Faw+gcqY7wIJ6xHqt//1u9fgCAwAj2972vzx9fJyYsvzvR+ntX2fvyprrHo7L7InGf+cryyVsHDx6UJJWWluqMM87QrFmz1KZNGyUkJOiss87SW2+9JZvNpm+//Vbvvfeex+eYNGmSCgsLXf+2b98eyrcAAAAAK8rOls4889jt+Hhp/37pr38NX51QK8XFxbn+Pnr0aBhrAgAAamJoZrpmjslSWop7YkxaSqJmjsnS0Mx06oSgW3//eV4TuOrGxWj9/eeFuEaIdsQz1mT173+r1w8AEBjB/r739fnD9bsTrb933t5XekqibhrQTuk1OB7/GpOlf0XhPvOFzRhjwl2Jyjz22GP66/860N544w1deumlFcqcddZZWrx4sW655RY9++yzVT5nUVGRUlJSVFhYyNS8AAAAtY0xks0mLV8unXGGY9v8+Y6lEy2C9mrt8u2336pXr16SpF9++UUtW7as8jGcIwAAWFeZ3WhVXoF27S9WsyTHkg7hHhlsxTpZVbTsq537inXh05+rqPiokhPr6N0/DwjpjFu0V2sPf+IZiXMkVKz+nWb1+iEycB4B1hfsz6mvzx+u74to/Z7y9r4CcTzCvc/C0VatE5JXqYFGjRq5/u7cubPHMl26dNHixYu1devWENUKAAAAEWf3bum88xwJW088IfXvLy1bJp12mmPpRCBMHn/8cUmOeMfXjg4AAGBdsTE29evQONzVcGPFOlnRopx8TV2Yq/zCYte29JRETR6WEXEjvNMaJuqbe88JdzVQCxDPWJvVv/+tXj9YXzT9dgPRLNjf974+f7h+d6L1987b+wrE8YjWfVYZy/dSnXTSSa6/ExISPJZxbi8rKwtJnQAAABBh7rhDatZM+vZb6Z//lH780bG9f38StxB0H3/8sSZNmqS8vDy37YWFhRo/frzmzp0rSbrvvvvCUT0AAADI0fk7Lnu1W+evJO0sLNa47NValJMfppoB4UU8A8Cq+O0GAEQTy8+81aNHDyUmJqq4uFhbtmzRiSeeWKHMli1bJIlRHQAAAHCXmyt17eq+bdIkqdwAASDYDh48qGnTpmnatGlq2bKlWrRoodLSUuXm5urIkSOy2Wy67777NGrUqHBXFQAAoFYqsxtNXZgr4+E+I8kmaerCXA3JSIuK5U2A6iCeAWBF/HYDAKKN5acZqF+/vs4//3xJ0ssvv1zh/p07d+rDDz+UJA0ePDikdQMAAIBF2e3S4MEVE7d+/VV66KHw1Am1Vs+ePXX33Xdr8ODBio2NVU5OjjZs2KCWLVvq6quv1ooVKzRlypRwVxMAAKDWWpVXUGHWjvKMpPzCYq3KKwhdpQCLIJ4BYEX8dgMAoo3lZ96SHNPtzp8/X6+++qrOOeccXXPNNZKkffv26dprr9Xhw4fVvn17XX755WGuKQAAAMLOGOn006WVK49te+YZ6U9/Cl+dUKu1bt1aDzzwQLirAQAAAC927ffe+etPOSCaEM8AsCJ+uwEA0cbyM29JUrdu3fTMM8/IGKNrr71Wbdq0Ue/evdWyZUt9+OGHatKkid58803Fx8eHu6oAAAAIl7Iyx/82mzR0qOPvRo2kQ4dI3AIAABGlzG60YvMezV+zQys271GZ3dOCMAACpVlSYkDLAQCA4OK3u2aINwDAeiJi5i1Juvnmm9W1a1c9+uijWrFihb7//nu1aNFCF1xwgSZNmqSWLVuGu4oAAAAIl2eekf78Z+mdd6SLLpLuuksaM0bq0CHcNQMAAKiWRTn5mrow120ZmPSURE0elqGhmelhrBkQvfq0S1V6SqJ2FhbLU9elTVJaSqL6tEsNddUAAIAH/Hb7j3gDAKwpImbecjrjjDO0YMEC7d69WyUlJcrLy9MzzzxD4hYAAEBtlZ/vmGnrz3923L77bseyiQkJJG4BAICIsygnX+OyV7t1pEjSzsJijcterUU5+WGqGRDdYmNsmjwsQ5Kjs7c85+3JwzIUG3P8vQAAIBz47fYP8QYAWFdEJW8BAAAALjffLLVo4b5twQJHMhcAAECEKbMbTV2Y63HmAOe2qQtzWdIECJKhmemaOSZLaSnuyyulpSRq5pgsZqIAAMBi+O2uHuINALC2iFk2EQAAAJAkrVkj9ejhvu2OO6THHgtLdQAAAAJhVV5BhRHw5RlJ+YXFWpVXoH4dGoeuYkAtMjQzXUMy0rQqr0C79herWZJjuSVm7QAAwJr47fYd8QYAWBvJWwAAAIgcGzZUTNzatUtq2jQ89QEAAAiQXfu9d6T4Uw6Af2JjbHRYAgAQQfjt9g3xBgBYG8smAgAAwPoOHXL836mT1L+/4+8XXpCMIXELAABEhWZJiVUXqkY5AAAAAHAi3gAAa2PmLQAAAFjX/v1Sq1bS0aPSTz9JLVpIb74ppaZKdWjKAgCA6NGnXarSUxK1s7BYxsP9NklpKY5lYAAAAACgOog3AMDamHkLAAAA1vToo1JyslRU5Jh56+WXHdubNSNxCwAARJ3YGJsmD8uQ5Og4Kc95e/KwDMXGHH8vAAAAAFSOeAMArI3kLQAAAFjLzz9LNpt0553Htl18sXTXXWGrEgAAQCgMzUzXzDFZSktxX6okLSVRM8dkaWhmephqBgAAACDSEW8AgHUxZQEAAACs4+qrpdmz3bf99JN04onhqQ8AAECIDc1M15CMNK3KK9Cu/cVqluRYuoQR8AAAAABqingDAKyJ5C0AAABYw+OPuydu3XefNHVq+OoDAAAQJrExNvXr0Djc1QAQwcrshk5ZAADgEfEGIh1tXUQjkrcAAAAQPmVl0t69UpMm0lVXSffeKx05Iv3+u9SwYbhrBwAAAAARZ1FOvqYuzFV+YbFrW3pKoiYPy2A5JAAAAEQ02rqIVjHhrgAAAABqqXnzpDp1pBEjJLtdSk+XfvtNOnqUxC0AAAAA8MOinHyNy17t1pklSTsLizUue7UW5eSHqWYAAABAzdDWRTQjeQsAAAChtW+fZLNJI0c6bi9fLq1f7/g7KSls1QIAAACASFZmN5q6MFfGw33ObVMX5qrM7qkEAAAAYF20dRHtSN4CAABA6EyZIjVq5L5txQqpa9ewVAcAAAAAosWqvIIKsxCUZyTlFxZrVV5B6CoFAAAABABtXUS7OuGuAAAAAGqB7dulE05w33bVVVJ2tmMWLgAAAABAjeza770zy59yAAAAgFVEalu3zG60Kq9Au/YXq1lSovq0S1VsDH0iqIjkLQAAAASXMdLw4e7btm2rmMwFAAAAAPBbs6TEgJYDAAAArCIS27qLcvI1dWGu24xh6SmJmjwsQ0Mz08NYM1gRyyYCAAAgOLZtk0pKHDNrTZ3q2DZtmiOZi8QtAAAAAAioPu1S1bBeXKVlGtWLU592qSGqEQAAABAYfdqlKj0lUd7mrLLJkRhllbbuopx8jcteXWGpx52FxRqXvVqLcvLDVDNYFclbAAAACKySEkdyVtu2jmQtyTHz1pEj0sSJYa0aAAAAANRmJtwVAAAAAPwQG2PT5GEZklQhgct5e/KwDEssSVhmN5q6MNdj29u5berCXJXZaZ3jGJK3AAAAEDgvvSQlJkrbtztuv/22ZLc7/o6rfAQ4AAAAAMB/q/IKtO9QaaVl9h0q1aq8ghDVCAAAAAicoZnpmjkmS2kp7ksjpqUkauaYLMssRbgqr6DCjFvlGUn5hcW0y+GmTrgrAAAAgCjw++9S06bu23r1klaulGIYLwAAAAAAwbZrv/cOIn/KAQAAAFYzNDNdQzLStCqvQLv2F6tZkmOpRCvMuOVEuxz+IHkLAAAANfPgg9I997hvW71a6tEjPPUBAAAAgFqoWVJi1YWqUQ4AAACwotgYm/p1aBzuanhFuxz+YBoEAAAA+G/zZvfErRtvlIwhcQsAAAAAQqxPu1SlpyTK25wDNknpKY6ZCQAAAIBIVGY3WrF5j+av2aEVm/eozG7CXaUKaJfDH8y8BQAAgOoxRlq1Sjr1VKlDB2n8eOnTT6WPPpJatAh37QAAAACgVoqNsWnysAyNy17ttczkYRmWWlIGAAAA8NWinHxNXZir/MJjyw2mpyRq8rAMDc1MD2PN3JVvl9sklU8vc7bEaZfjeMy8BQAAAN99/LEUEyP17SstX+7Y9s9/Sjk5JG4BAAAAQJgNzUzXjQPa6fh+oBibdOOAdpbq1AIAAJEnEmY9QnRalJOvcdmr3RK3JGlnYbHGZa/Wopz8MNXMs6GZ6Zo5JktpKe5LI6alJGrmmCza5aiAmbcAAABQtcOHpdatpT17jm3buFHq31+yMToEAAAAAKxgUU6+nvs8r8J2u5Ge+zxPPU5oREcRAADwS6TMeoToU2Y3mrowV55SBY0cs1lNXZirIRlplprNamhmuoZkpGlVXoF27S9WsyTHUolWqiOsg5m3AAAAULmZM6V69dwTt95/X7ruuvDVCQAAAADgpsxudNdbP1RaZtJbPzBDBgAAqLZIm/UI0WVVXkGFc688Iym/sFir8gpCVykfxcbY1K9DY13UvaX6dWhM4ha8YuYtAAAAeHbggJSU5L7tzDOlTz5xLJ0IAAAAALCMlVv2aN+h0krL7D1UqpVb9uj0E5uEqFYAACDSReqsR9GuzG5qzYxOu/Z7T9zypxxgRSRvAQAAwLPnn3e/nZMjde0anroAAAAAcKlNHTXw3YrNe6ou9L9yJG8BAABfVWfWo34dGoeuYrVYbVvCsllSYkDLAVZE8hYAAACO+e03acsWqV8/6ZZbpE8/lXr1kiZPDnfNAAAAAKj2ddSgOnxdDpFlEwEAgO+Y9chanEtYHt+icy5hOXNMVtTFBX3apSo9JVE7C4s9tmRtktJSHINagEjFejcAAACQ7HZHwlZamjR8uLRvnxQfLy1cSOIWAAAAYBHOjprjZz5wdtQsyskPU81gBf3a+zablq/lAAAAJGY9spKqlrCUHEtYltmjK1k/NsamycMyJDkStcpz3p48LIPZiBHRSN4CAACo7RYulGJjpZUrHbd//13a49tyGwAAAABCo7Z21MB3fTs0VsN6cZWWaVgvTn1ZzggAAFSDc9Yjb2kxNjlmgmXWo+CrzhKW0WZoZrpmjslSWop7kmBaSmJUzjaG2odlEwEAAGqrAwekJk2kkpJj21q0cCybmJAQvnoBAAAAqKA6HTX9SM6plWJjbJp2ycm6OXu11zLTLjmZGQkAAEC1OGc9Gpe9Wja5L8DMrEehVduXsByama4hGWlalVegXfuL1SzJkTTIuYdowMxbAAAAtdFHH0lJSe6JW4sXSzt2kLgFAAAAWFBt76iBb4ZmputfY7KUluwe16UlJ+hfzEgAAAD8xKxHoVVmN1qxeY/mr9mhFZv3uGbXZQlLRzJhvw6NdVH3lurXoTGJW4gazLwFAABQGz3yyLG/L7xQWrBAshHkAAAAAFZFRw18NTQzXYM7N9fsFVu1reCQ2qTW09h+bRVfh7HcAADAf8x6FBqLcvI1dWGu26y76SmJmjwsQ0My0pSekqidhcUel1O3yZFQxxKWQOQheQsAAKC2ePNN6dRTpVatpBkzpEmTpGnTpI4dw10zAAAAAFXo0y6Vjhr4xFOH3/PL8zR5WAazYgAAgBpxznqE4FiUk69x2asrtPd3FhZrXPZqzRyTxRKWQJRiqA0AAEC0+/prx6xal10m3XqrZIzUqZMjmYvELQAAACAixMbYNHlYhqRjHTNOdNTAydnhVz5xSzrW4bcoJz9MNQMAAEBlyuxGUxfmehyo4dw2dWGuhmSksYQlEIWYeQsAACBaHT0qZWVJP/xwbFvDhpLdLsXGhq1aAAAAAPwzNDNdM8dkVZhVKe1/y6jQUVO7VdXhZ9OxDj+S/AAAAKxlVV5BhQT88oyk/MJircorYAlLIAqRvAUAABCNXn9duuIK923Z2dLo0eGpDwAAAICAoKMG3lSnw4/ljgAAAKxl137v7ThP5VjCEoguJG8BAABEk+JiadAg6auvjm3r1EnKyZHi4sJWLQAAAACBQ0cNPKluhx8AAACso1lSYtWFqlEOQGSJCXcFAAAAEEBFRdKaNcduf/ml9OOPJG4BAAAAQJSjww8AACBy9WmXqvSURHmbT9cmKT3FMesugOhD8hYAAECk++UX6eGHJbtdatZMevllacYMx+1+/cJdOwAAAABACNDhBwAAELliY2yaPCxDkiq055y3Jw/LYLl0IEqRvAUAABCpjJEuu0xq3Vr629+kmTMd26+8Uho3TrIRxAEAAABAbUGHHwAAQGQbmpmumWOylJbiPlNqWkqiZo7J0tDM9DDVDECw1Ql3BQAAAOCH5culM85w39atW3jqAgAAAACwBGeH39SFucovLHZtT0tJ1ORhGXT4AQAAWNzQzHQNyUjTqrwC7dpfrGZJjplTScAHohvJWwAAAJHkyBGpc2cpL899e2GhlJwcnjoBAAAAACyDDj8AAIDIFhtjU78OjcNdDQAhRPIWAABApPj++4qza735pnTJJeGpDwAAAADAkujwAwAAAIDIQfIWAABApPjll2N/Z2VJq1ZJsbHhqw8AAAAAAAAAAACAGokJdwUAAABQiTlzpGeecfx9/vnSk09KP/0kffstiVsAAAAAAAAAAABAhGPmLQAAACv68Uepc+djtwcNkjIzpfHjw1YlAAAAAEBkKLMbrcor0K79xWqWlKg+7VIVG2MLd7UAAAAA/A9tdpRH8hYAAICVGCOdd5704YfHtjVoIJ1wQvjqBAAAAACIGIty8jV1Ya7yC4td29JTEjV5WIaGZqaHsWYAAAAAJNrsqIhlEwEAAKzi00+lmBj3xK1//lPav19KTg5btQAAAAAAkWFRTr7GZa926wSSpJ2FxRqXvVqLcvLDVDMAAAAAEm12eEbyFgAAgBU8+KB09tnHbjdoIB08KN12W/jqBAAAAACIGGV2o6kLc2U83OfcNnVhrsrsnkoAAAAACDba7PCG5C0AAAAr2LPn2N/vveeYbatevfDVBwAAAAAQUVblFVQYvV+ekZRfWKxVeQWhqxQAAAAAF9rs8IbkLQAAgHD47TfpyiulpUsdt//+d+m//5XKyqTzzw9r1QAAAAAAkWfXfu+dQP6UAwAAABBYtNnhTZ1wVwAAAKDWGT9eevppx9+rV0u5uY5lEseODW+9AAAAAAARq1lSYkDLAQAAAAgs2uzwhuQtAACAUPnhB+mUU9y3/fWvUlxceOoDAAAAAIgafdqlKj0lUTsLi2U83G+TlJaSqD7tUkNdNQAAAACizQ7vWDYRAAAg2Ox26YwzKiZu/fabdOON4akTAAAAACCqxMbYNHlYhiRHp095ztuTh2UoNub4ewEAAACEAm12eEPyFgAAQDDt3i3FxkrLlx/b9txzkjFSs2bhqxcAAAAAIOoMzUzXzDFZSktxX2YlLSVRM8dkaWhmephqBgAAAECizQ7PWDYRAAAgmBo2lLp1k9auldLSpLw8KZG1ygEAAAAAwTE0M11DMtK0Kq9Au/YXq1mSY9kVRu8DAAAA1kCbHccjeQsAACDQnnlGeu01af58qVEjKTtbql9fatcu3DUDAAAAANQCsTE29evQONzVAAAAAOAFbXaUFxHLJl577bWy2WyV/isuLg53NQEAQG23Y4dks0l//rO0bJk0ZYpje2YmiVsAAAAAAAAAAAARpMxutGLzHs1fs0MrNu9Rmd2Eu0qIUhE181bHjh3VrFkzj/fFxEREHhoAAIhW118vvfii+7b77gtPXQAAAAAAtVqZ3bAECwAAAFADi3LyNXVhrvILj00klJ6SqMnDMjQ0Mz2MNUM0iqjkrb/97W+69tprw12NiFY+aG/SIEEy0u8HSwjgAUS1MrvRys17tGLL75IcU5D2bd/Ykt954by4yoVdP337rdSrl/u2SZOkhx4KT32OE4jjWtVzROO5E43vCQAAAEDtQCcTAACwKq67IlIsysnXuOzVOn6erZ2FxRqXvVozx2TRtkZARVTyFmrGU9BeHgE8gGi0KCdfd731g/YdKnVte2bJJjWsF6dpl5xsqe+8cF5c5cKun957T7rwQvdte/ZIqanhqc9xAnFcq3qOaDx3ovE9AQAAAKgdvHUy5dPJBAAAwozrrogUZXajqQtzK7SpJclIskmaujBXQzLSSD5EwLDWYC3hDNq9JW5Jx7JEF+Xkh7BmABA8i3LydXP2arfELad9h0p1s4W+87x9T4fiuzmcrx2xzP+a7J07H9s2e7Zju4USt2p6XKt6joffz426c4fPAwAAAIBIVVknk+ToaJq6MFdldm8lAAAAgoPrrsFVZjdasXmP5q/ZoRWb99Deq6FVeQWV5lUYOQZHrMorCF2lEPUiKnnrjTfe0MUXX6zBgwdr5MiRevrpp1VYWBjualleVUG7k/N+AngA0aDMbjRlwboqy1nhO6+qDH4pePUM52tHpKIixxKJl13mSNTq0EH65hvp6FFpzJhw184lEMe1qucwkmYty4uqc4fPAxCZuDgFAADgUFUnk0QnEwAACD2uuwbXopx89Z++WKNmrdRtr67RqFkr1X/64ohMiLPKdb5d+ytvU1e3HOCLiFo28b333nO7PW/ePE2ePFmvvPKKhg4d6vVxJSUlKikpcd0uKioKWh2tyJeg3al8lmi/Do2DWzEACKJVeQXaWVRSZTkrfOdVJ4M/0PUM52tHnIceku6+2/H3t99Kn30mDRok9ewZ1mp5Eojj6kv7obK4KRLPHT4PQORhun0AQLQosxutyivQrv3FapaUqD7tUll+A9W2s/BwQMsBAAAEAtddg8fbktnOGc0iaclsK13na5aUGNBytQVxbc1ERPJWhw4d9NBDD+mCCy5Qu3btZLPZtGLFCt1777366quvdPHFF2v58uXq1auXx8c//PDDmjp1aohrbR3+ZHySJQog0lXneyzc33nhzOBn9IAPtm6V2rVz33bdddLAgWGpji8CcVwDdcwj6dzh8wBElmi6OAUAqN2s1EmByFZw8EhAywEAAAQC112Do6oZzWxyzGg2JCPN8gk0VrvO16ddqtJTErWzsNjj/rVJSktxJCfBgbi25iJi2cR7771XkyZN0imnnKKkpCQ1aNBAQ4YM0eeff64+ffqopKREEydO9Pr4SZMmqbCw0PVv+/btIax9+PmT8UmWKIBIV53vsXB/54Uzg5/RA5UwRho5smLi1pYt0gsvSDbrBjuBOK6BOuaRdO7weQAiB9PtAwCihbOT4viZCJydFJG41AnCJ7VBQkDLAQAABALXXYOjOjOaWZkVr/PFxtg0eViGJEeiVnnO25OHZVg+KS5UiGsDIyKSt7yJj4/X/fffL0launSp9u7d67FcQkKCkpOT3f7VJs7MUF++OmxyZECSJQog0vVpl6q05KovRlrhO6+q7+lgfjeH87Utb+xYad68Y7cfeMCR0HV8MpcFBeK4+tJ+iLFVDFyq8xpWw+cBiBzRcnEKAFC7WbGTApEtLdm3Dk9fywEAAAQC112DI1pmNLPqdb6hmemaOSZLaSnubee0lERm/C+HuDZwIjp5S5L69esnSbLb7dqyZUuYa2NNlWWGlkeWaGCU2Y1WbN6j+Wt2aMXmPXwRAWESG2PTlOFdqyxnhe+8cGbwM3rgOGVljn+SdM45x7bv2yfdfXdYquSPQBzXqp7DJumGM9rV6DWshs8DEDmi5eIUAKB2s2onBSJXzzaNVFW4EmNzlAMAAAgVrrsGR7TMaGbl63xDM9O1fOJgzb2hr54c2V1zb+ir5RMHk7hVDnFt4ER88lZcXJzr76NHj4axJtbmLTO0PLJEa25RTr76T1+sUbNW6rZX12jUrJXqP30xUwECYTI0M13/GpOlhvXiKtzXqF6c/mWh77xwZvAzeuB/5syR6tSRnnnGcXvsWGnzZsdsWykp4a2bHwJxXKt6jknnZ0TducPnAYgM0XJxCgBQu1m5kwKR6dtte1XVOFK7cZQDAAAIJa67Bl60zGhm9et8sTE29evQWBd1b6l+HRqTZHgc4trAqRPuCtTUunXrXH+3atUqjDWxvqGZ6RqSkaZVeQXatb9YTRokSEb6/WCJmiU5vrj5svGfcy3X46+PONdypeEBhIfzu2/l5j1aseV3SY5GVt/21mtgHf89Hcrv5nC+dtgVFEiNGx+7fffd0s03SwkJUvv24atXAATiuFb1HNF47kTjewKijfPi1M7CYo9TctvkuPhn9YtTAIDazeqdFIg8dJwAAAAr47prYDlnNBuXvdrj/UbS8G7plt+/XOeLbMS1gRPxyVuPP/64JKlz585q2bJlmGtjfc7MUARWVWu52uRYy3VIRprlfyCBaBQbY9PpHZvo9I5Nwl2VKoXze7pW/kbcc4/04IPu2774wpG4FSUCcVyreo5oPHei8T0B0aT8xSmb5NYOZ7p9AECkoJMCgUbHCULpnnvu0YP/u6Zy//3365577glzjQAAkYDrroE1NDNdNw5op+c+z/N4/78/z1OPExpZeoIRrvNFNuLawLH8sokff/yxJk2apLw89y+cwsJCjR8/XnPnzpUk3XfffeGoHiCJtVwBIOL89JNks7knbl17rWOJxG7dwlYtAIDvmG4fABDpnJ0UkiosdUInBfzRp12qGtaLq7RMw3pxdJygxtavX69HH3003NUAAKDWK7MbLVibX2mZqQtzVVbV2tphxnW+yEVcGziWn3nr4MGDmjZtmqZNm6aWLVuqRYsWKi0tVW5uro4cOSKbzab77rtPo0aNCndVUYsxJTmsoMxumGoW8MXu3VKnTu7btm+XWH4ZQAgxSj0wmG4fABDpnJ0UUxfmug0MTEtJ1ORhGXRSIOBoJaGmjDG66aabFBcXp/79+2vx4sXhrhIAALVWdSYYsfqMZ1zni1zEtYFh+eStnj176u6779aKFSu0adMm5eTkyBijli1b6owzztAtt9yiU089NdzVRC3HlOQIt0U5+RV+ENP5QQTc7d8vJSVJTZtKY8ZI2dnSP/4hTZgQ7poBqGUYpR5YTLcPAIh0dFIgUFblFWjfodJKy+w9VBoRnXewrhdeeEHLli3T9OnTlZubG+7qAABQq0XbBCNc54tcxLU1Z/nkrdatW+uBBx4IdzWASrGWK8JpUU6+xmWvrnDu7Sws1rjs1UwnCpSUSB06SDt2SGvWOJZFfPZZ6YUXpPj4cNcOQC3DKHUAAOAJnRQIhGjrvIP17N69WxMnTlRGRoYmTJigG264IdxVAgCgVmOCEVgJcW3NxIS7AkA0YC1XhEuZ3WjqwlyPSYPObZGwljUQNM8/LyUmOhK3JEfCliQlJ5O4BSAsnKPU77vvPrVu3Trc1QEAAEAUofMOwTZhwgQVFBRoxowZiouLC3d1AACo9ZwTjFTWA92oXhwTjIRImd1oxeY9mr9mh1Zs3kP/LKqF5C0gQJxruaaluF/8SEtJZOYjBE111rIGapXduyWbTSo/AvT006V//jNsVQKA40epAwAAAIHk7LyrTDqrA8BPn376qebMmaMxY8Zo4MCB4a4OAADQsQlGKksR2nuoVB/n7gxZnWqrRTn56j99sUbNWqnbXl2jUbNWqv/0xVqUkx/uqiFCWH7ZRCCSsJYrQo3p8AEP/u//pMcfd9+2dq10yinhqQ8A/I9zlPpbb73FKHUAAAAEXGyMTcO7peu5z/O8lhneLZ1rlai24uJi3XzzzUpJSdFjjz3m13OUlJSopKTEdbuoqChQ1QMAoFYbkpGmhvXitO9Qqcf7bXKs0jMkI412YJAsysnXuOzVFZLodhYWa1z2aiZ6gU+YeQsIMOdarhd1b6l+HRrzI4igYjp84DivvOKeuHXrrZIxJG4BCLuajlIvKSlRUVGR2z8AAACgvDK70YK1lY/sX7A2n+VbUG0PPPCANm3apAcffFDNmzf36zkefvhhpaSkuP6xjDwAAIGxKq/Aa+KWxCo9wVZmN5q6MNfj7GfObVMX5tIGR5VI3gKACFbVWtY2MR0+agFjpF9/dfx90UVSu3aOv3fulJ5+Onz1AoD/CcQodTo6AAAAUJVVeQXKL6x89nU67lBd69ev16OPPqqsrCyNGzfO7+eZNGmSCgsLXf+2b98ewFoCAFB7sUpPeFXVBid5Dr4ieQsAIphzLWtJFRK4nLcnD8tgBjg/lNmNVmzeo/lrdmjF5j1kxFvVokVSTIzUv790+LBUv760bp0jocvPkaAAEGiBGKVORwcAAACqsrPItw45X8sBknTLLbfo6NGjmjlzpmJi/O9SSkhIUHJysts/AACCqbb087BKT3j5mzxXW85P+K5OIJ6kpKRE3377rXbs2KHDhw/r6quvDsTTAgB8MDQzXTPHZGnqwly3zO60lERNHpbBGsp+WJSTX2F/prM/reXQISktTdq/33E7L09atUoaOFCqWze8dQMQkYIV0wRqlHpCQoISEhICUicAgVdmN1qVV6Bd+4vVLMkx8y0DKAAAoVZwoCSg5RA5gtlH891338lms2n48OEV7issLJQkTZ8+Xc8884xat26tr7/+OmCvDQCAv2pTP49zlZ6dhcUel+6zydFnaLcbzV+zg+sWAeZP8lxtOj/huxolb5WUlOi+++7Tv/71Lx04cMC1vXxgcP311+uDDz7QkiVLdNJJJ9Xk5QAAXgzNTNeQjDQ6jAJgUU6+xmWvrtDA3VlYrHHZqzVzTBYNp3B7+mlp/Hj3bR9/7EjcAoBqCnZME6hR6gCsiwtuAACrSK0fH9BysL5Q9dGUlZXpt99+83r/gQMHdODAASUmMqMHACD8KuvnuTl7ta47va2GZKRFTT+ac5WecdmrZZPc3rfz9uHSMo1+4SvX9ki7bmHlQXO+Js/1aZcqiX5IeOd378GRI0d0zjnn6LHHHpMxRoMGDVKTJk0qlLvkkku0c+dOvfHGGzWqKACgcrExNvXr0FgXdW+pfh0aW6bREknK7EZTF+Z6bFw5t01dmMvUpeGyd69ks7knbp17rmS3S2efHb56AYhYoYhpyo9ST0tLc/s3b948SY5R6mlpaerdu3eN3xOA0HJecCufuCUdu+C2KCc/TDUDANRGaSm+zUTtazlYW6j6aPbt2ydjjMd/11xzjSTp/vvvlzFGW7durclbAgCgxnzp53nxi60aNWul+k9fHDVxu3OVnrQU90TqhvXiJEn7DpW6bY+k6xaLcvLVf/pijZq1Ure9usZyx86ZPCc5ErXKc96ePCxDsTE2+iFRKb+Tt5566iktW7ZM/fv318aNG/Xpp5+qU6dOFcoNGTJE8fHx+uijj2pUUQAAgm1VXkGFjrfyjKT8wmKtyisIXaVwzB/+4H57/Xpp0SJHQhcA+CFUMY1zlPrx/4qLHb85Bw4c0G+//abdu3fX6P0ACC0uuAEArKZPu1TVi4+ttEz9+FjXqH9ENvpoAACoqKp+nvIiKYHJF0Mz07V84mDNvaGvnhzZXXP+eKoS6nhOB4mU6xaRMmjOW/JcWkqi20xa9EOiMn4nb82ZM0dxcXGaO3eu0tLSvJaLj4/XiSeeqG3btvn7UgAAhMSu/T426It8K4cAyM+XCv7XSJ08WapbV5o4UTJG6tw5vHUDEPFCEdMwSh2IXlxwAwBYTZnd6PCRskrLHDpSZukOOviOPhoAACrytZ9HipwEpuoov0pPjM2mnUUlXsta/bpFpA2aOz55bu4NfbV84mC3JRB9PT+rcx4jevidvLVx40Z17NhRLVq0qLJsUlJSpeuhAwBgBc2SEqsuJOn+d9dZJps/apWVSb16SS1aSLff7tjWo4e0f780bVp46wYgahDTAKgJLrgBAKzm5S+3euzcKs/8rxwiH/EMAAAV+drP42T1BKaaiPTrFpE4aK588ly/Do0VG+O+coyv52d1z2NEB7+Tt+rUqaPS0tKqC0ras2eP6tev7+9LAQAQEn3apSo9JbHCmtTHKzhYaqnpWKPO229LdepI337ruP3WW9KhQ46/Yytf/gEAqoOYBkBNcMENAGA1q7buCWg5WJsV4pmXXnpJxhjdc889AX9uAEDglNmNVmzeo/lrdmjF5j2WmakoGHzt5zmeVROYaiLSr1tEevKZJ1WdnzZJ6SmJLHNeS/mdvNWpUydt3bpVu3fvrrTc5s2btWnTJp188sn+vhQAACERG2PT5GEZkuRTw95K07FGhf37pZgY6ZJLjm1r1076/XepXr3w1QtA1CKmAVATXHADEE61qQMOvjtcUvmSidUtB2sjngEA+GJRTr76T1+sUbNW6rZX12jUrJXqP31x1A5Or24/j5NVE5hqItKvW0R68pknlZ2fztuTh2VUmLELtYPfyVuXXXaZSktLNWHCBNntdo9ljhw5onHjxslms2nkyJF+VxIAgFAZmpmumWOy1Kh+fKXlrDgda0R7/nkpOVky5TocPv9c2rJFiq/8WACAv8Id0zBKHYhsXHADEC61rQMOvju5VUpAy8Hawh3PAACsb1FOvsZlr66w9NzOwuKoXl3E2c+TllJ1Uo/VE5hqItKvW0R68pk33s7PtJREzRyTpaGZ6WGqGcLNZozxa1jW4cOH1atXL23YsEF9+vTRNddcoxkzZmjdunX65JNP9MMPP+i5557T+vXrlZWVpRUrViguLi7Q9fdLUVGRUlJSVFhYqOTk5HBXBwBgQW+v/kUTXltbZbknR3bXRd1bhqBGUWzvXim1XOP60kul11+XbNYMGIBQoL0aGsQ0AAJhUU6+pi7MdbsYnp6SqMnDMrjgBiDgnB1wx1/QdUZPXOyv3b746XeNfuGrKsvNuf5Und6xSVDrQns1+CI5npE4RwAg2MrsRv2nL66QuOVkkyNZZPnEwZZN3qmpMrvRqrwCfZK7Uy98sbXC/bWlDR3J1y2c8Y8ktxgoGo6d8/zctb9YzZIcSWjR+lmMROFoq/qdvCVJv/76qy6//HKtWLFCNg8drMYY9e3bV2+99ZbS0tJqVNFAIigAEC78EEeOFZv3aNSslVWWm3tDX/Xr0DgENYoyxkiffSYNHOhI0nriCemll6S335batw937YCwo70aOsQ0AAKBdj6AUKADDlUpsxv1fOBj7TtU6rVMw3px+vaeIUE/R2ivhkakxjMS5wgABBt9HO4iOYEpECL5ukVtP3YIj3C0VevU5MEtWrTQ8uXL9d577+mtt97SDz/8oMLCQjVo0EAZGRm65JJLNGLECI9BAwAEg5UbHzQuIotzOtadhcUVRjRLxy6KR9p0rJawcqXUr5/j7+xsafRo6S9/kSZMCGu1ANROxDQAAiE2xlYrLnYDCK9VeQVeE7ckx0j0/MJircor4DuploqNsWnaJSfr5v/NTuDJtEtOtsy1MtQc8QwAwJtd+723G/0pF+mGZqZrSEaaZfsQgy2Sr1vU9mNXa9nt0uefS4MGhbsmIVOj5C1JstlsuvDCC3XhhRcGoj4A4DcrJ0d5W9bAua54JE/rGa2ca4GPy14tmzxPx2rltcAtqbRUOvlk6ccfj23Lz3f8z0VEAGFETAMAACIBHXDwxdDMdP1rTJamLFinnUUlru1pyQmaMrwr15+iEPEMAMCTZkmJAS0XDSI5gam249jVIqWl0ltvSQ88IOXkSMuXS6efHu5ahUSNk7cAwAqsnBxVZjeaujDX4+xNRo5EoKkLczUkI41EIIsZmpmumWOyKiQFplkkKTCizJ0rXXWV+7Z586QrrghPfQAAAAAgwtABB18xOwEAAGB1kchk5RWGgKAqLpaGD5c+/vjYtuRkacsWkrcAIFJYPTmKZQ0iW1UXPGlIV6G4WEpPl/btO7bt5JOl1aulOjRDAAAAAMBXdMChOpidAACA2o3VRarHCn09Vl5hCAiaQ4eks8+WVqxw3z51qjR+vNSwYViqFQ5+95q2b9++WuVtNps2b97s78sBgFdWT45iWYPI5+2CJw1pH7z/vnvi1qpVUu/eYasOAJRHTAMAACIJHXCoDit0QCK4iGcAAFVhdRHfWKGvx8orDAUDbVWouFh68UXH8oj5+ce2N2zoWC6xZcuwVS1c/E7e2rp1q0/lbDabjDGy2fiwAQgOqydHsaxBdKptDelq2bNH+uYb6dxzpREjpOuuk1q1cmTJA4CFENMAAIBI428HHJ0jtYsVOiARfMQzAABfsJxy5azQ11OdFYYkRfyxpK1ayx06JM2eLb38svtsW61aOVbtado0fHULM7+Tt/Ly8rzed/DgQW3atEmzZs3SRx99pCeeeEIXXHCBvy8FAJWyenIUyxpEH6sv1Rk2xkgXXywtWOC4vWWL1K6d9MILYa0WAHhDTAMAACJRdTvg6BypXazQAYnQIJ4BAPiK5ZQ9s0pfj68rDD2z+Ce9+vX2iG7X01atxX77zdFf+OST0q5d0umnOxK2Jk6Urr9eqls33DUMO7+Tt9q0aVPp/RkZGRo+fLimTZumCRMmKCsrq8rHAIA/rJ4cxbIG0cfqS3WGxWefSYMGuW8rKgpLVQDAV8Q0AAAgUvnaAUfnSO1SVQekVEsHm0Up4hkAwcSsnYHHPvVPMPebr309K7fsUYzNFrRj5+vKQU988lOFbVZr11d2vKySLIcQ275d6tzZMeOWU9u20p/+JF1yiZSQELaqWY3NGOPp8xEwdrtdzZs3V69evfTBBx8E86V8VlRUpJSUFBUWFio5OTnc1QEQAM6LkZLn5CgrNFpq00jXaA9C5q/ZodteXVNluSdHdtdF3aN8TeaSEunEE6Vffjm2LSFB+v13qUGD8NULiHC0V62FmAYAAESiMrtR/+mLvXZIOQe7LZ84OKpi9tpsxeY9GjVrZZXl5t7QN+iDzWivWocV4xmJcwSwstrUlxEq7FP/BHu/+drX07BunPYdLg1KHSTf23DehLpd760PsKrjZaW2KkJgzx6pSZOK2198URozRoqLC32dqiEcbVW/Z97yVUxMjNq1a6eVK/3/wgGAqgzNTNfMMVkVGgVpFmr81pZ1xWtDEGL1pTpD5ptvpN693bctWCANGxae+gBAkBDTAKgton0QBiDVrvOcWaNrn51Fvs3a4Gs5RAfiGQDVwaydgcc+9U8o9puvfTjlE7eqqoM/8UZVKwxVJZTtem99gMO7pevfn+dVerxKjtp9eg1fZyKDRe3eLf3jH9Kzz7pvv+AC6c03mWmrEkFP3jp69Kg2bdqko0ePBvulANRykZAcFe3riteWIMTqS3WGzMyZx/7u109atkyKjQ1ffQAgSIhpANQGtWEQBlDbznNfOz3oHIkev+8vCWg5RAfiGQC+YkmzwGOf+ifY+82ZYLWzqFip9eNUcLC06gf5UAd/443YGJsmD8vQuOzVsqniCkO+JnQFu11fWR/gc5/neXxM+X312GXdfHqdqJ8YIVrl5zuStpYvl8oPGrjiCmnOHKlO0FOTIl5MMJ987969uuGGG7Rv3z5lZWUF86UAQNKx5KiLurdUvw6NaeyGUFWNacnROCuzB3W13pBwNqSlY0tzOjlvTx6WEZ3n37vvSmvWOP5+5BFp7FjH7S+/JHELQFQipgFQGzgvwB4/Q49zEMainPww1Sx6lNmNVmzeo/lrdmjF5j1RERdFmtp4njNrdO2z56BvSVm+lkPkI54BUB3VmbUTvmGf+ieY+21RTr76T1+sUbNWasK8NdVO3PJWh5rGG84VhtJS3NvmaSmJmnB2J5/q1KR+8GY08qUP0BvnvpLNkczmrefMJsf9UT8xQrRZsUIaNUpq10567DEpJkbq2VN65x2prEyaN4/ELR/5vZcGDx7s9T5jjHbv3q0tW7aouLhYcXFxmjp1qr8vBQCIALVtOYZIWKozoHJzpa5dHX/36CGtWiU1biz997/hrRcA1AAxDQAwEjwUattsT1ZUW8/znm0aKcYmVZYrGGNzlEN02LHvUEDLwdqIZwAEGrN2Bh771D/B2m/eZo7ypGG9OO07VHVi1679xQGLN4Zmpmtw5+aavWKrthUcUpvUehrbr61iY2x69eufq1xW8Y7X12rK8ODEmVX1Afri9wMllc4wJkXxxAjRaMkS6fj26GmnSVOnSmedJdk4jtXld/LW0qVLfSrXp08fTZ8+XQMHDvT3pQAAEaA2BiGRsFRnjdnt0tlnOxphTsnJUmkpmfIAIh4xDQDUvkEYoVZblpa3utp6nn+7bW+liVuSI7Hr2217o+p912YFB3ybOcLXcrA24hkAgcasnYHHPvVPMPZbZQlWkiN5KLV+vO65oIvSUurKbjca/cJXPtUhUPGGp4E/zy/P0+RhGV6TnsrbWRS8ODMQfXvNkhLVr0Pj2jUxQjT66Sepk4fZ4D75xJHMRdKW3/zudV1SvhP3ODabTfXr11f79u3VqBEjtwCgNqitQYhzqc6o9OGH0tCh7tuefVa65Zbw1AcAAoyYBgBq5yCMULH6bE9ldhPdA1HKicbz3Jfjt7PIt/fjazlYX7143y73+1oO1kY8AyDQ+rRLVXpKotfZfWxyJFiwpJnv2Kf+CcZ+8yXBas/BI0pLqat+HRqrzG58rsO73//qUx0qizd8Gfgzc0yWJr75vQoPH630fQQjzqxJ397xx6tWTIwQjXJzpQcflF591X37Qw9JkyaFp05Rxu8ojVEaAIDyCEKiSGmpNHasYx1qp8aNpe3bpbp1w1cvAAgwYhoAqL2DMELByrM91balHKPtPPf1+BUcKPHp+XwtB+vr066RPl7/m0/lEPmIZwAEWmyMjSXNAox96p9g7LfqDuioTh1qGm/4OvDns7+eqRgfZjUKRpxZVR+gN56OV20aSBQVvv9eeuABaccO6csvHduysqRrrpHGjw9v3aJMTLgrAACIDs6GrHSsMeZEEBJhjh6Vvv762O2PPpJ+/53ELQAAgCjkvADrrZVukyMphEEY1WfV2Z6cI7qPTyxzjuhelJMf0vqEQs82jVRVKBpjc5Szuuocv9T68T49p6/lYH3XnNbO6/e5k+1/5QAA8GRoZrpmjslSWop7kklaSiJLfvuJfeqfQO83fxKsfK1DTeNqXwf+zF6xVXsP+bb8daDjzKr6AG2ShmQ0qxB32WzSjQPaufbVopx89Z++WKNmrdRtr67RqFkr1X/64qiMQyPev/8tdewodesmvf66VFIiXX659O23jn8kbgUc8yMDAALG2ZBlreoIlJ/vWBJx0iSpfn3phRcc2fR//jPrUwMAAEQxRoIHjxVne7L6Uo7B8u22vbJXMTzcbhzlAjE6PVgjyat7/NJSfBuA42s5WF98nRjdOKCdnvs8z2uZGwe0U3wdxnQDALxjSbPAY5/6J5D7zd/VY3ypQ03jal8TrbYVHPKpnBScOLOyPsDh3dL178/zKuxbu5H+/XmeepzgGChT1dKQ9CNawBNPSLfffuy2zSZdcYV0993SySeHr161gE/JW4MHD67xC9lsNn366ac1fh4AgLURhESgm2+WnnvO8XdxsfTYY9KgQY5/ABAliGkAwDsGYQSHFZeWt/JSjsEUylnQgrkkZXWPn/McrOwxzKwXfSadn6Etvx/Ux7m7Ktw3JKOZJp2fEYZaoaaIZwCEWmyMLarag1bAPvVPoPZbTRKsfKlDTeJqXxOt2qTW86lc4/rxQWvje+oD7NmmkQY+uqTS5RSnLsyVMabWDSSKKJ995rlf8PvvpczMkFenNvIpeWvp0qU1fiEbs3YAQK1BEBIh1qyRevRw33b22WGpCgAEGzENAFSOQRiBZ8VZzay6lGOwhWoWNOeShsEaSV7d41f+HPSWQMjMetFnUU6+PvGQuCVJn+Tu0qKcfJJyIxDxDAAA3vk6822wBy75G1f7OvBnbL+2en55XqWDMyTp/osyg9rGP74PcMXmPT4NMqlM+YEofdqlcm0iVIyRli2T7rnH8X95H34onXNOeOpVS/mUvLVkyZJg1wMAAHgQlOU2ysqkfv2kr7923757t9SkSc2eGwAsipgGAKrGIIzAs9qsZlZcyjEUQjELWiiWpPTn+Hk7BwM1GxispbLz0IkZDSIT8QwAAJ5Vd+bbYA9ccsbVzr6dd7//tcrX8HXgT3ydmEoHZ0jSTQPa6fxTQtvGD+Tgn49zd+r219YQuwSbMdL770v33y/VqSN98YUUHy+NHi1de600YEC4a1gr2YwxlcVyUamoqEgpKSkqLCxUcnJyuKsDAIBHQVluY9MmqWNH920vvij94Q81qCmAQKO9iqpwjgCoSlAGAcBvVjkeZXaj/tMXV5nEtHzi4Kg7X5yzYkmeO0NqOivWis17NGrWyirLzb2hr99JkjU5flY5BxFcoTgPfUV7FVXhHAEA1JS3mW8D1cb3l799O74+zlO51PpxeuCiTJ1/SosAv5uq+doG9Ve4j2dUKSuTrrtO+u9/j23r2lUaPlz605+kli3DVzeLCUdb1aeZtwAAQGgFbbmNQ4eO/d2mjbRxoyObHgAAAFEjKIMAUCNWmdXMiks5hkqwZ0ELxZKUNTl+VjkHEVy1dWlUAABQ+4Ri5lt/1KRvx9dZwYI9e1h1+TrTsTFGvxWVeJ01LMYm2T3cGc7jGTVKS6WRI6W33jq2LTFRuvVW6Y47pLS08NUNLiRvAQBgMQEPOubNk3JyHNOfnnKKI6P+1FOlTp0CXHMAAACEW9AGASBqWG0px1AKZidHqJakrM3HD1Vr0iAhoOUAALAyZhat3VblFbi1h49nJOUXFmtVXkHIBjEEom/H10EXVhqc4esgE0leyxh5TtxyCsfxjApHj0pz50pXX13xvo0bpdatQ18neFXj5K2DBw9q4cKFWrt2rQoKClRaWuqxnM1m0wsvvFDTlwMAIOoFLOj4+WfH7FpO/ftL554rjR0buMoCQBQgpgEQLaw68hjWY7WR2qEUrE4OX0eb92mXWuPXqs3HD1WopMPLr3KICMQzAGojZhuGFWcctWJCWaj4OsjEW5nzM9P0whdbq3wdZpD10ZEj0sKF0sSJ0ubNx7bHxEibNknt2oWvbvCqRslbr776qsaNG6eioiLXNmMckZ/NZnPbRmAAAIBvAhJ0jB0rZWe7b+vduwa1AoDoREwDIJrU5gvFoRQtI/ytNFI7GoR6SUqOHzzZdaAkoOVgfcQzAGqjaJttOFrii1AL1cy31WHFhLJQ8mWQibcyK7fs8Sl5K5THM9BC8lkvKZFefFGaNs0xq9bmzVKTJtLtt0vXXCO1aBHY10NA+Z28tWLFCo0dO1Z169bV3XffrXnz5mnTpk2aNWuWtm/frrVr12rhwoVKSEjQPffcoxacCAAA+KRGQceqVY4lEcubPFmaMqXmFQOAKENMAyDa1PYLxaHACH9UhiUNEW4FPiZl+VoO1kY8A6A2irbZhokv/BfKmW99FYiEskhP5qtqkImn9/dx7k5NWbCu0ucNx/EMpKB/1gsKHH2DmzYd21avnvTSS9Jll0n169f8NRB0fidvPfbYY7Lb7ZozZ46GDRumJUuWaNOmTbr++utdZTZs2KDLL79czz77rL799tuAVBgAgGjnd9Dx/PPSDTe4b9u7V2rYMEg1BYDIRkwDINpYceRxNIm2Ef4IDpY0RDil1o8PaDlYG/EMairSEwQCIRD7gP0YWtE02zDxRc2EeuZbX/Rpl6q05ATtLPKcKF9VAlK0J/N5en8N68Vp3yHPSz47het4BkpQP+u//SZ17y7t3HlsW/36jpm3rr9eqlvX32ojDGo081aTJk00bNgwr2U6d+6sN998U126dNHkyZP1r3/9y9+XAwCg1vA76Dh06Njfc+dKI0cGuaYAENmIaaIDF8qBY6w48jjUgvWdEG0j/BFcLGmIcElL8a1zxtdysDbiGdREtCcI+CIQ+4D9GHrRMtsw8UVgWG3m249zd6r4qN3jfVUlIEV7Mp+391dV4pYUmuMZcdcSioqkZ56R7r7bfXtWlrR0qZSU5H+lETZ+J2/t2bNHp5xyiut2fLxjtM7BgwdVv9y0a506dVLXrl31wQcf1KCaAACroaM0uHwKOvbtk266SRo2TBozRvrTn6SmTaXLL5fq+P0TDwC1BjFN5ONCOeDOiiOPQymY3wnRNMK/tjty1K7ZK7ZqW8EhtUmtp7H92iq+Tky4qwUERM82jQJaDtZGPAN/RXuCgC8CsQ/Yj+ERLbMNE18ETqhmvq2qT8zbd4JTSr04TbvkZI/fC9GezFfZ+/PFY5d10+kdmwS0TuVF1LWEggLp9delu+5y9BE6DRggffCBY6lERCy/e3YbN26sw4cPu243aeL4wGzevNktYJCksrIy/fbbb/6+FADAYugoDY1Kg44pU6SpUx0FFy6ULrzQsTziqFHhrDIARBRimsjGhXLAM6uNPA6VYH8nRMsI/9ru4fdzNWtZnuzlTpQH31+vG85op0nnZ4SvYkCAfLVlj8/lzujUNMi1QbARz8Af0Z4g4ItA7AP2Y/hEy2zDxBeBFeyZb6vqE/MlOaluXKwGd26uFZv3VOjvifZkvqreX1V+P+h5GcpAiJhrCbt3S//4h/Tss1LnztKBA1KXLo6Zt668kgkdooTfR7Ft27b68ccfXbezsrL0+uuva86cOW6Bwdq1a7Vx40alpaXVrKYAEIGicXYqOkpDq0LQsXmzdOKJ7oUmTnQkbgEAqoWYJnJxoRyoXKhGHltFKL4TomWEf2328Pu5eu7zvArb7Uau7SRwRadovDbjzZurf/G5HMlbkY94Bv6I9gQBXwRiH7AfwydaZhsmvogcvvSJpdSNrzI5Kb+wWH0f/kQFB48tE+hMACvxstTi8SI1ma+m9Q7W5yAiriV8951jKcTySkulJUuk006TYphFOpr4nbw1ZMgQffXVV1q3bp26du2qq666SlOnTtVjjz2mHTt2qF+/fvrtt980Y8YM2e12XXrppYGsNwBYXjTOTkVHaRgZI11yifTOO+7bt22TTjghLFUCgEhHTBO5uFAOVC3YI4+tJBTfCdEywr+2OnLUrlnLKiZulTdrWZ7uOKczSyhGmWi8NlOZAyVHA1oO1kY8A38w209g9gH7MbyiYbZh4ovACHaSvq99YncO7ezT85VP3JKOJYD95eyOPj0+UpP5/K13sD8Hlr6WsHKl1K+f+7YGDaTsbGnYMJK2opTfyVtXXHGFvvzyS/3444/q2rWrWrdurZkzZ+rGG2/UK6+8orlz50qSjDHq27evHnjggYBVGgCsLlpnp/K1IfPExxt1+olNono0a0gdOiRlZDgStZymT5fuvDN8dQKAKEBME7m4UA6gvFB8J0TLCP/aavaKrW5LJXpiN45y15/RPjSVQtBF67WZyhhTxYlezXKwNuIZ+IPZfgKzD9iP4Rfpsw0TX9RcKJL0fe0TKzjg37J+zgSwuat+Vlpyon4ris5kvqoSmDwJxefAktcStm6Vpk2TnnvO/Yn+/GfpySclG98J0czn5K0333xTw4YNU3x8vCSpa9eu+vjjj93KXHPNNTrjjDP02muvaevWrapbt6769++viy++WLGxsYGtOQBYVDTPTuVrA+WZJZv0zJJNAW8o16alDtzUrSudfLIjeatOHamgQEpKCnetACDiENNEDy6UAygvVN8J0TDCv7baVnAooOWsoNbGxz6K5mszlfG1L4c+n8hEPINAYLafwOwD9qM1RPpsw8QX/qsqSf8vZ3dS2yb1atxO9rVPLLV+fLWTk5yMpJ1FJZpwdif985ONUZnMV1UCk5HUsF6c9h06NjNZKD4HlrqWsGmTNG+eNGWKdLTcLLl33SU99BAN+FrC5+Styy+/XI0aNdLll1+uMWPGqH///h7LtW/fXnfddVfAKggAkSaal/GpbgMlkKNZa9tSB3rpJenRR6X586UTT1TZszP0/Z/v1s/NWqvZriPqU99EbEMdAMKFmCZ6cKEcQHmh/E6I9BH+tVWb1HoBLRdutS4+9kM0X5upTP34uICWg7UQzyAQmO0nMPuA/YhAieT4IlyDCapK0pekJz7Z6NpWk3ayr31iaSl1NXlYhm7OXl3t13Bq26Re0JP5wjkApKoEpnB8DixxLWHtGmnMX6W5c6UOHaSGDaXu3aV775UGDKjx6yKy2IyPcyQ3adJEBQUFsv0vq69NmzYaO3asxowZo44dfVuH1SqKioqUkpKiwsJCJScnh7s6AKLM/DU7dNura6os9+TI7rqoe8vgVyiAyuxG/acvrvbUpmkpiVo+cbDfDS1voyiczxZVSx38/rvUtOmx2yNGaNHfn+XCPFDL0F4NDmKa6OJsH0ieL5RHVfsAQJX4TkBljhy1q/O9H1S6dGKMTdpw/3mKrxMTuor5oVbFxzUQzddmKvPcZ5v18Acbqiw36bzOumlgh6DWhfZq4EVTPCNxjoQbicCB2QfsR9RW4Tz3V2zeo1GzVvpcvibt5Kr6xMr3f32cu7NGyVtzb+irfh0aBy3BKhTHzJe6W20G4bBdS5gzRxozxn3bBRdI//iH1KlT4F8P1RaOtqrPyVtHjx7VBx98oNmzZ+vdd99VcXGxK0jo06ePxo4dqyuvvFKNG1t/pBJBAYBg8rXh6GyIRRpvDZmq+Pt+nY1jbyNmA5EcZhl33umYbaucJR9/o+s+2cmFeaCWob0aHMQ00YcL5cFltQtqQFX4TkBlHn4/V899nuf1/psGtNOk8zNCWKPqq1XxcQ1F+7UZb97+bocmzFtTZbknruyuET2Cm7RGezXwoimekThHrID2fmD2QbTsx2h5Hwi+cA8m8DVJv7yatJN9Se4ZkpFWaTs9WHXzVSiOWSTH4yGt+8svS9de674tLU167z0pKyuwr4UasXTyVnn79+/X66+/ruzsbH3++eey2+2y2WyqU6eOzjvvPI0dO9Zt7XWrISgAEEzVycSP1ODHU0OmKv6OZq0VF1zXr5cyjuskuPFGlc38FxfmgVqK9mrwEdNEDy4wB0ckX3RD7VabvxNq83v31cPv52rWsjy3GbhibNINZ1g/cUuqJfFxgNSGazOeWOkcob0aXJEez0icI4CVEP/BV1YYTPDFT79r9Atf+fVYf9tAVX1GqjsbmFMoEt5CcczCndAXCEGPp1eskO6/X/rgA/ftc+ZIV10VuNdBwERM8lZ5v/76q7KzszVnzhz98MMPjie12ZScnKwrrrhCY8aM0RlnnBGQygYKQQGsigut0aM2LNnhPF+/2LRbzyzZXGV5fxvFUb/UwZdfSqef7r7t11+ldN8b/FyYB6IP7dXQIqYB3EXDRTegtqHDzXdHjto1e8VWbSs4pDap9TS2X1vLL5XoFPXxcYDVhmszxzt8pExd7ltUZbn1fx+quvGxQa0L7dXQicR4RuIcQfSJ1P4d4r/oFYxz0gp9Fss27tbYF1f59diatJMr25++ttMb1o3TvsOlrtuhiNmCfcyskNBnaZ99Jr39tvTkk47bMTGS3e7YdvHFYa0aKheOtmqNr0y0aNFCd955p9auXavvv/9e//d//6eWLVuqsLBQs2bN0qBBg9SuXTvde++9gaivyz333CObzSabzaYHHnggoM8NhMOinHz1n75Yo2at1G2vrtGoWSvVf/piLcrJD3fV4IehmemaOSZLaSmJbtvTUhKjJtiJjbGpX4fGmjDkJKWnJMpbk8smRwO0T7tUv16nWVJi1YWqUc4y7HbH/126SI0aOf5++mnJGCndcX7s2u/bzGa+lgMAeBaumAawojK70dSFuR5nKXFum7owV2X2Go0DAxBAzg634y+W7yws1rjs1VxXOE58nRhdf0Z7/f2iTF1/RvuISdySojg+DpLacG3meP9dsTWg5RAZiGeA6iuzG63YvEfz1+zQis17ahzfRGr/DvFf9ArWORnuPotFOfn689zv/H58TdrJzj6xi7q3VL8Ojd0SkXx93mdHZ2nuDX315MjumntDXy2fODioM26t2LxHH/h4zD0dM1++K1flFVS6So+RlF9YrFV5BT7XPeIZI73wgjRggDRokDR7tnTyydJ110k//ui4n8QteFDjmbc8McZo6dKlys7O1ty5c11rr5eVlQXk+devX6/u3bvryJEjkqT7779f99xzj8+PZ0QHrIaRDdErUkfbVFcwR7NG3VIHhw87ZtqKj5eWLZPi4qTcXKljR8ff5VhhFAuA8KC9Gn7BjmlqinMEwUL7A6ialeI8RjlXn5WOX3VFXXwcIpF8zKvrsplf6ptte6ss16tNI70x7rSg1oX2anhZPZ6ROEcQPoGesTSS+3eI/6JTMM/JcJ4z3t6XL4LdTg5HO72yNq6n77mqHH/MfP2uZHbgcux2afx46dlnj22Lj5f+8Adp6lSpefPw1Q3VFo62ap1gPOmuXbv0/fff6/vvv1dJSUlAn9sYo5tuuklxcXHq37+/Fi9eHNDnB0KtqpENNjlGNgzJSIvaC0vRzJmJH+2co1mPb8ilBWDK19gYmyYPy9C47NWyyXNy2ORhGZHx+Zg5U7rllmO3582TxoyRMjI8Fu/TLlXpKYlVNvj9ndUMAOBdMGMawMrCPYoWsDqrLU9YnVHO4YhNrZY0Y7XjV11RFR+HUG25NiM5rp0HshwiF/EM4Jm35A/njKXVTWqJ9P4d4r/oE+xzMlx9FpW9r6oEu53sjHnOy0zTi19sDUk7vbK4RlK1ktw8HbPqfFcyO7AcSVv33is99JD79i5dpI8+klq1Ck+9EHEClrx18OBBvf3228rOztbixYtVVlYmY4zi4uJ0/vnna+zYsQF5nRdeeEHLli3T9OnTlZubG5DnBMLJ6hdaAV8NzUzXkIy0oFyYD2ZyWEjs3OlaCtHl/POl0aMrfRgX5gEgtEIV0wBWxkU3wDtvF7Dz/ezsCwQrd7hZLVEq0J214RLx8TGCqnPzJH378z6fyiH6EM8AlQtGUkuk9+9EWvxntYEBVhTsczJcfRZVva/KBLOd7Cnmsdkcq+IF6/Uri2tuzl6thvXiqp3kVv6YVfe7sjZOQuD6Ltp3UF2++Egdn39Kth9+cC+0Zo3UrVtY6ofIVaPkLbvdrg8//FDZ2dlasGCBDh065Bq107dvX40dO1ZXXnmlUlMD82HcvXu3Jk6cqIyMDE2YMEE33HBDQJ4XCCcrX2iFNURSQBLM0azBTA4LqltvdZ8iVZLWrfM629bxuDAPAMEV6pgGsLraeNEN8EVVI72NwjOrglU73KyW6FZVB4Rk7Vkxjhex8TGCrnubRprz9XafyiE6EM8AvgtGUkuk9+9EUvxntYEBVhWKczIcfRa+1rdhvTg9dPHJalQ/PujtZG8xj/1/G64/va3Ozkjz+vr+9P35EtfsO1Tq83uIsUnPjHKPzar7XVnbJiFYlJOvB975Qb2++khnbv5GHTYsk83YdbR+A9Vp3kx67z2pc+dwVxMRyq/krVWrVik7O1vz5s3T77//7goG2rVrpzFjxmjs2LE68cQTA1pRSZowYYIKCgr01ltvKS4uLuDPD4SDVS+0whoISNxF3FIHd93lnrh1++3S449X+2lq04X5SEpWBBDZwhXTAFZX2y66Ab7yZaR3OGZVsGKHmxUT3ax6/Goi4uJjhETBwSMBLQfrIp4Bqi8YSS2R3r8TKfFftMygGgqhOidD3Wfha32fHZWl0zs2CUodyqsq5rFJej9np/52gefPj799fzWZgcwTu5Ea1Y932+bPd6UzoW/KgnXaWXRsuebmyQmaMrxr1Hw+P/p6sw794QZl79igtvvyVWaL0fK23fVdi5P0n14XafofB2hoZ/f3Sp8XqsPn5K3NmzcrOztbc+bM0ebNmyVJxhg1bNhQV1xxhcaOHavTTz89aBX99NNPNWfOHI0ZM0YDBw4M2usAoWbFC62wBgKSCGWMdOSIlJAgnXeeNH26Y/uuXVLTpn4/bW24ME+yIoBgC3dMA0QKZv4EKtpZeDig5QLFih1uVkyU2lnkWweEr+UAq1r/a1FAy8FaiGeAmglGUks09O9YPf4LxnKX0SyU52Qo+yx8fV99Q1SfmszkV5O+v2DM4nf8c9bsu/L4z2CUfCaLimQGDtQ5a9a4Nu2pm6wXel+s/2ZdqAMJ9Tx+F9HnheryOXmrU6dOkuRaI/28887T2LFjNWzYMMXHx1fx6JopLi7WzTffrJSUFD322GPVfnxJSYlKSo5leRYVEZzCOqx4oRXhR0ASoRYulIYPl267TfrnP6WBA6Wff5Zatw53zSyPZEUAoRDOmAaINLVp5k/AF6GezaY6o3Ot1uEW6kQ3X/ZVwYESL49252s5wKoOlR4NaDlYC/EMUDPBSGqJlv4dK8d/wVjuMppFyzl5PKu9L39n8qtp318wZvE7/jmr+q6UpEb14ty+K7317/xWFOH9O4cPSzfdJM2e7ZaG9nnbHrppxN06HH9s3x3/XUSfF/zhc/KWMUannnqqxo4dq5EjR4Z0jfQHHnhAmzZt0jPPPKPmzZtX+/EPP/ywpk6dGoSaAYFhtQutCD8Ckghz4IDUuLFjxi1JevJJ6Z57pCZNSNzyAcmKvmOKXaBmwhnTAJGoNsz8CfgqtUFCQMtVxp/RuVbqcAtlopuv+yq1vm9JDb6WA6wqq3UjfZS7y6dyiDzEM0DNBCv5I1r6d6wa/wVjuctoFy3n5PGs9L78nZ1q5ZY9Ner78yUJNaVenAoPlbqezxtvCavO78qbs1d7fezeQ6X6OHenhmamR2f/zqFD0owZ0mOPSf/P3pmHR1FlbfztDkkgAbIQJQEVwqLsqyCI6IigCCgjiuI24q6IC+oMoOCoqLh9IjMoKq4jA7ghoECUzQFiQGSTsAiEBBQShCQkkEC27u+PspPudFfVreqq7uru9/c8eaCrb1fdulVdfc497z3n6NHazTnJLTHqttdR0qiJ7Ef/OHkmPMeEBARh8davv/6K9u3bm9kXn+zevRuvvfYaevXqhQcffFDXPiZPnozHH3+89nVpaSnOZTCdWAwrTbSS4CPqaGTuPx5y90nYiU+uvx5YuNBz29q1knCLCEGxohhMsUuI/wTLpyGEEBL6pDYVm5wXbSeHP6tzrRJwC5TQTctYpSY0EtqnaDtCCAkG9GcI8R+zxB+M75iHGeUuI4FwuSfrx5OGdEq1xHnpyeSXkZ2PSV/tENq/XIxQRIT68qiuAOD1nKvfP0BesDqkUyoS46Jx4k8RmC9c4qOwiu+UlgJvvQUsXw5kZwPFxUCrVsCVV+KncU/hxgU7VXdxdpOG4TUmJKAIi7eC5RSMGzcO1dXVmD17Nux2u659xMbGIjbW/5WPhJiNVSZaSfARdTRmrdmPr7b8HjLijVAUn8iKzXbuBLp08Wx8zTXA4sWALbQcoGDD1VPqMMUuIcbAQAchhBC99E1PVp28TqxXOkIr4bI6NxBCN61j5QquKE2gp2ksk0SIP5i1sG3LbycMbUesBf0ZQozBLFEL4zvmYEa5y0gh1O9JK8eTtGbyk5vfl0MpRigqQnU951buKsDX2w6jqKxKtm19fsotUvR9gTrxUVjEdw4cAPr3l6rrnDghbRs9Grj6auC224DoaPR2OJG2PEfoWfTtL0eEDmvpMSFBQVi8FSy2bt0Km82Ga6+91uu9kpISAMArr7yCWbNm4dxzz8WmTZsC3UVCSAgQatmeRGpKuwgV8UYoik/knIPZDfaixz/GeTbevBno1SvAPQwPuHpKmXAJ4hFCCCGEhDv+WmLhsjo3EEIprWPlHlyRm2jXUyaJED2YGYiMi4kytB0hhIQroS5qiSTMKndJrE0oxJNERVRK8/v1ERUjDumUiiYNo5GVUwjAif5tUtDvT7/Hhes5179tMzw1vJOmGGlByWmB3krtRLMXWzK+s2cP0LGj57YOHYCnnwbGjAEa1ElptDyLGPMierG8eAsAampqcNStnmh9Tp06hVOnTqFhQ97ghBBvrKzOl0PJCKhPKIg3QlF84ss5OP9YHp5YOBc99m2o2zhgALB+fcD7F05w9ZQy4RLEI4QQQggJZURWHheXV/llk4XFimXU+bMPzN0i28bfAJuesZILrlh9foCEF2YHIq/veQ4WbVNf6X99z3N0H4MQQggJNGaVuyTWJJTiSSKZ/NTm9+uj5iv5inl+teWw4ndBq2C1qKxSuN21PVqGXnynoAC4804gI8Nz+/33S2UTo3wvdBB9FjHmRfRiefHWCVdqOh+MHTsWn3zyCaZNm4YpU6YErlOEkJAhFNT5csgZAb6wungj1MQn9Z2DKEcNsmfciEbVFQCAKnsUvrh4FG5a9A6imtG48heunlImXIJ4hBBCCCGhTCBsMq7OFUfvWJlVJonoJ9QypftDIAKRFwnOqYi2I4QQQqwC7bjIIdTiSWrCKFEfMTEuGi+P6qoYswxUzDO5caxwu5CK75w4Afzzn8B77wFn3K7L2LHA++/LirbcEXkWhdSYEEthefEWIYToRW1SDACe+noHBnVojpgG9kB2TRiXETBjxa+YtSZHtb1VxRuhJj5xdw6G7VmPtxe/7PH+NXe8iT1npyP9hBP9g+8bhAVcPSUPg3iEEEIIIcEnEDZZuKzOdfnichghUPFnrFgmyTqEYqZ0fwhEIHLzwWLhdvweEEIICTVox0UGoRZPUkPUR3zr5l4Y0D5F9v1AZiRLbSrWZ1c7y8d3Dh4EXn4Z+PZbIDZWEm716wfcdx9wxx2AXVuMWORZZPkxIZaE4i1CSNgikoq0qKwK/aavwkvXdbHsD2WU3YYB7c4SEm9ZVbwRauKTP06eQUpZMX6edbvH9mPxiRjwwEeobBBd244YB1dP+SZcgniEEEIIIaFMIGyycFmdGwiBSriMVSQTypnS9RKIQGS4BTsJIYQQEnkEO55kdGZYUV+yn4pvFMiMZK4+Kx0vrZ7/a8n4TkYGcPXVntvuuw945x3giisAm7l9s+SYEEtjzVQzhBBiAKITUUVllXhw7hZkZOeb3CP9uAwluZ9zG7wNJSsRav2/9NE7vIRbo257DX3Gz60VbgHWEZuFE64VCyN7tET/ts1oxKIuMAXA6zvEwBQhhBBCSGAIlE3mWp2bmuDpa6QmNAwZMUugxCPhMFaRikim9Oe+2YUah68WoUsgApHBDnYSQgghhPhLMONJGdn5uOSV1bh5zgY8umAbbp6zAZe8stqv+KFRvmQgRfquPtvgu882+O6zZeI7X38tCbPchVuDBwP/+x/w7rvS/00WbrmwzJiQkMCwzFtHjhzB4cOHcfr0aVx66aVG7VaRjz/+GB9//HFAjkUICT20TkQZlU7UDEJ9VXHI9L+oCOjTB0kHDtRuqoiKxgVPLPQw5JjpiAQaptglJDAEw6chhBASOgTKJgv11bn+iEe0rnIP9bGKVAKZNcBKBCKDHzM3Rzb0ZwghhIQDwYonmZkZ1ghfMtAi/ZCMSfzyC/DAA0BWluf2f/0LePjh4PSJEA34Ld6aPXs23njjDRz4M9Bts9lQXV1d+/4TTzyBrKwsLFiwAOedd56/hyOEEGHUJqzcCYWJwZA0lNywdP+dTuDVV4E33gD++KN287A7/4XdZ7fxaGopsRmJKBiYIsQ86NMQQggRJVA2mWt1biiiVzySkZ3v5S+mCfiLoTxWkUqklvYLRCAyZBbPEUOhP0MIISTcCHQ8SS0zrA3+J4Dw15csLqtUbWN0RrKQiUnk5QFPPAEsXOi5/b33gHvvDUqXCNGDbvGW0+nEmDFj8OWXXwIAWrdujePHj+PUqVMe7S666CLMmDEDCxcuxGOPPeZXZwkhRAvuE1aiWH1iMGQMJRks2f/164GBA+ted+gAzJoFXHEFHvERPLCE2IxELAxMEWIs9GkIIYTogTaZMi5f/AEZX9wJb/GImavcifWI5NJ+gQhEWnrxHDEU+jOEEELCmUDGk8zODFs/w/CIbi00nUeNw4lpS3eptps6vGNkLSzasAGYNg1YsQLo0UOqoDN6NDBxItCrV7B7R4hmdIu3PvjgA3zxxRfo3Lkz5s2bh65du2LgwIH48ccfPdoNHz4cUVFRWLp0KR0DQkjAcU1YPfX1DhSVVam2T4mPRVZOoXWERT6wtKEkgGX6X1kpCbVyc+u2de0KbNoExMYCsKjYjBBCiGHQpyGEEEKCTyBWuRNrEeml/QIx18D5jMiA/gwhhJBwJ1DxJDMzw+rNMOyOmrjMRVJ8rOb+hSQvvghMmVL32m4HrrwS+OQToGPH4PWLED/xS7xlt9vxxRdfoEOHDrLt4uPj0bZt29qUvYQQEmiGdknDoA7N0W/6KhTJpBW1AUiIi8YTX2xHQamYAVVfKc9JsBDiiSekEonuzJsH3HyzV1PLiM0IIYQYDn0aQgghxHhcYiw56ouxzF7lTqwHS/sFZq6B8xnhD/0ZQgghkYgZsTmzMsMalWE4UsuOe+B0Ak8/DUyf7rn9rruAyZOBdu2C0y9CDES3eGvnzp1o06aNolPgIikpCdu3b9d7KEII8ZuYBna8dF2X2hKK9ScGnQBOlFcB8MzOJWdAGaGUJ0GgsBBISfHYVNypO/Z8/T36tjsLUUHqFiGEkOBAn4YQQggxHq1iLAYiIhOW9jMfLjoMf+jPEEIIiTTMis31TU9GatOGHskd3NGTGdbIDMORXHYcTiewfDnw5JPA7t2e7/3wA3DZZUHpFiFmoFu85XA4EBsrlnqvtLRUuC0hhJiF3MRg86axOFPt+FO85YkvA8oopbyRcEJOgBUrpLSpbtx5wz+xpm0f4MNNFN8RQkgEQp+GEEIIMR6tYqyIDkREOCztZx4Z2fl4dskujwBkatOGePZaznuEE/RnCCGERBJmxuZW7CrAmeoan+/pzQxrZIbhiCw77nAA//sf8MILwOrVnu9lZQH9+gWnXzphHJeIoFu8lZ6ejv379+PUqVNo3LixbLuCggL8+uuv6Nu3r95DEWI4fEBGLr4mBh1OJ259f6PsZ1wG1IacQsAGTPpqhyFKeaNgFjBlanbtxqk770HCTz/WbjvaOBkXPfQfj3bBFN8RQggJDvRpCCGEEOPRKsaKyEAEqYWl/YwnIzsfD/yZed6dgtIzeGDuFrzDeY+wgf4MIYSIw7hgaGNkFqv6yInCXCTGRWP6qK6a7ScjMwxHVNnx6mpg4UJJtLVjB3DxxUBcHPDgg1L2rdTUYPdQM4zjElHsej947bXXoqKiAs8884xiuyeeeAJOpxPXXXed3kMRYigZ2fm45JXVuHnOBjy6YBtunrMBl7yyGhnZ+cHuGgkQronBkT1aon/bZjh+qkLocw/N24Jb39+IE6e9M3S5cFfKi1LjcCIrpxCLtx1GVk4hahxyJqI3LqOyvnrfJUQSva/96YMeAnI8pxPHLrkcUZ071Qq3Pu41At0f+8xLuAXUGbvPfbPL9PMnhBBiDejTEEIIsSqV1Q58sO4AnlmcjQ/WHUBltSPYXRLGJcaSCxvYIE1Uu8RYrkCE6736bYEwCkQQYjI1DicmLdyh2Gbywh2c9wgT6M8QQogYjAuGPlqyWGlBSRTmIraBHUM6aRcMGZ1h2FVdKDXBs31qQsPwSEpQUQFcfTUQHQ3cdJMk3GrSBLjxRiAvD3j99ZAVbhkRxyWRge7MW08++SQ++eQTzJw5E7/99hvuvvtunDkj3XS5ubnYsWMH/vWvf2H16tVo06YNxo0bZ1inCdGLFcvdkeAjahgpibbqI6qo90dtbdRKA199SGwUjTsHtMb4Qe0RZbcZuiolIArzVauAwYNxltume0ZNxcr2Fyl+TEuaWkIIIaEPfRpCCCFWZPqyXZizLhfu2ooXl+3GvQPTMXlYp+B1TBA9q8JdgYj6vmIqVyMTookNBwpxolx5/qq4vAobDhRiQLuUAPWKmAX9GUIIUYdxwfDAyCxW7qiJwgCgoLRCV8zIjAzDYVl2/PRp4MorgfXrPbc/+yzwyCNAUlJQumUEZmaMI+GJbvFWUlISvvvuO4wcORJfffUVFi5cWPteu3btAABOpxNt2rTB0qVLER8f739vCfEDPiCJHGoGlB5EBGH+Og1G1MuW68OJ01WYsXIfPvoxDzddeA6WbM83RGxluqN06pSkxHfjZEwjXPTQf1Ae00h4N1oNfEIIIaEJfRpCCCFWY/qyXXh3ba7XdocTtdtDQcClR4wVloEIQgJMVk6hcDuKt0If+jOEEKIM44Lhg9FZrFyYJQoDlBe14M/XejIMh03Z8YoK4KOPgBdfBH7/vW57kybArl3AOecEr28GYUQcl0QWussmAkDnzp3xyy+/YObMmbjsssuQnJyMqKgoJCQkoH///nj99dexfft2XHDBBUb1lxDdmJVSk4Q+SiUatFK//IMcNQ4nnl0i7zQA6uX7/DUqRdLBniivwrtrc1XTeYqUQVRzlAA/SxZOneol3Bp7w7PoOuELTcItQLuBTwghJHShT0MIIcQqVFY7MGedt3DLnTnrckOmhOLQLmlYP3EQ5t/bDzPH9MD8e/th/cRBigt2XIGIkT1aon/bZgyiEaIZ0TkVlk0MF+jPEEKIPIwLhg9aS7OLYpYozIVrUUtCXLTXe4k+tkUEp08D774LDB4MPPhgnXArLQ0oKABKS8NCuAWYKw4k4YnuzFsu4uLi8PDDD+Phhx82oj+EmAYfkEQJuVXBiY2ihcslypV/8MWs1ftQUOqf2tpfo1IkHaxS/1yrUhwOYNpS9TKIpinMT50CJk0C3nrLY3Obvy+Gwx4lvh9oT1NrZDlJQgghwYM+DSGEECvwaVYe1NayOJxSu7sHtglMp/wkbFaFExIiXNS6GWYhR6gdCR/ozxBCiG8YFwwf9JRmF8GM0oa+KPFR1rqkvCqySnf+8Qfw/vvAv/4FHD0KXHwx0LIlMHEicM89QCNtSRhCAbPFgST88Fu8RUiowAckUcNXiQaH04lb398o9Hml8g/uZGTnY8bKfUL7VHIa/DUq/XVIXGKrcfO2eL3nqwyiKY7Sk08C8+YB+fl121avRtZ53eCYs0F8P9Bu4Gdk53uJ/fSWkySEEEIIIYSQg0XlhrYjhEQe9iixgKVoO0IIISSUYVwwvNBTml0Ns0RhLli6E8Dhw0CnTlJGLRetWgHjxgE33ADExgavbyYTKHEgCR9MEW8dOnQI8+fPx5EjR9CrVy/cfvvtsNv9qtBIiN/wAUlEqL8quMbhVLxvACm16Vs390I/gZIOLkNNFCWnwWVUPjDXWzwlYlSa6ZDUNzoB4PjJCqHPCvVrxw6gW7e6161aAbNnA1dfDQDoK3Dd7DZ4rGrXYuBnZOfjwblbvPbtS7RGCCEkNKFPQwghJNC0So4ztB0hJPI4fkps7kW0HQldjPZnFi1ahOXLl+Pnn3/GkSNHUFhYiLi4OHTq1Ak33XQTHnzwQcTExBh4BoQQ4j+MC4oRShVGfCVh8Le/ZojCXJhWkSYUKCoCzjoLcDg8t3/wAXD77UB0+JeNNFscSMIP3eKt2bNn4+mnn8azzz6LRx55pHb7hg0bcNVVV+HUqVNwOp2w2WyYO3cuvvvuOwY7SFDhA5LoQeS+eXlUVwxonyK0Py2lCkXrcyfGReNEvZSrCXHReHlUV0Wj0uW46C2dqIbL6Jy1ej8WbDqkehwhR8nhAC69FMjM9Ny+cycQH1/7UuS6zbq5F5LiYzQb+FwpQQgh4QN9GkIIIVbi9v6t8eKy3YqlE+02qR0hhPiCGUYii0D6M6+//joyMzMRGxuLFi1aoHv37sjPz0dWVhaysrLw6aefYuXKlUhMTDTo7AghxH8YF1QnFCuMmFGa3QxRGBChpTuPHwdmzABmzfIUbg0dCixaFNaZtnxhpjiQhB+6Iw9LlixBaWkpRo0a5bH98ccfx8mTJ3HxxRfjscceQ1paGlavXo0FCxb43VlC/MX1gExN8JygSE1oyEw5RBYj7xstBpia0+DK/lRfuAX4rp9dH5fjYjYzVu4VEm4BKuc8YwYQFeUp3HrvPcDp9BBuuVC7bsO6paF/22YY2aMl+gtkTXOhZaUEIYQQaxNIn2bRokW4//770bt3b6SlpSEmJgaJiYm4+OKLMXPmTFRWVvp7OoQQQkKcmAZ23DswXbHNvQPTEdOAQmJCiG96t0qC2vSG3Sa1I6FPIP2Ze+65B2vWrMHJkydx4MABbNq0Cb///juysrJwzjnnYPPmzXj66af9PSVCCDEcxgXlccWY6sc7XBVGMrLzg9Sz4OAShWmNGSkRUcL6ggLgH/8ARo4EXnqprkzi9dcDlZXA8uURJ9xyMbRLGtZPHIT59/bDzDE9MP/eflg/cVBEP3+Ib2xOp1NhPZ886enpOHPmDPLz6x7cubm5aNu2LTp27Ijs7GzYbDZkZ2ejW7du+Mtf/oLVq1cb1nF/KC0tRUJCAkpKStC0adNgd4cEgVBKAUqsgxH3TVZOIW6es0G13YTB5+PRwe1lj927VRIue22NrIjIlcVq/cRBqn3MyM7HpIU7fIrA5Ki/SsVfFFdylJUBjRvX+0AacOAA0FDdoDX6+75422E8umCbaruZY3pgZI+Wuo9DCIlsaK8GhkD6NJdcconHSvVmzZohPz8fhw8fBgD07t1b00p13iOEEBK+TF+2C3PW5Xpk4LLbJOHW5GHmL8AhhIQuovNO8+/tZ3ppHtqr5mOVGM0XX3yBG2+8ES1atKj1b0TgPUIICSRa4wThHkescThxySurDYkxEXlc46xWujOkx/mnn4A33gAWLwbOnAEGDABOnwamTJGEXKxiQEKUYNiqussmHjt2DB07dvTYtmbNGgDAmDFjYLNJD5guXbqgXbt22L9/vx/dJMRYzEipScIfI+4btRrrAJDaNBbjB7Wrfe0rbW1yfAyKyuQzdGipk+1KBztr9X58lJmLE6frRFxpCQ1xbfc0LNme75XOc+rwjpi2dLfiuYgwdXhHjB2Q7tswzcoCLr7Yc9sHHwB33SW8f/frZoTDFVErJQghJMwJpE9zzz334IUXXsCAAQMQHR1du33Dhg0YPXp07Ur1t956S/cxCCGEhAeTh3XCE1d2wKdZeThYVI5WyXG4vX9rZtwihKgSkaV5IhirxGg6dOgAACgvLzdl/4QQYgRa4juhWEpQK1oqjDCeqp+wLt25di1w2WWe2/r1A6ZOBa68ErCF4DkREmR0i7dqampw5oznQ33dunWw2Wy4rN4XNTk5Gdu3b9d7KEIICRtEDLVnr+1ca6i50tbWF0cpCbfcEZ2Mi7Lb8Ojg9hg/qJ1PcdM/hnb0ud1ut8mei6igK6VJrLdheugQcOGFUm1sF+npQE6OboPPKIerb3oyEuOiFTOVJcVFo296sq5+EkIICRyB9GnGjh3rc3u/fv3wxhtv4MYbb8SiRYso3iKEEAJAKqF498A2we4GISTE4IKzyMIqMZqsrCwAQK9evUzZPyGEBBK5mIyrlGC4lFoMB8F3qGRHc5XurB+fSg1VQeD+/UD79t7bv/8eGDyYoi1C/EC3eKt169bYv38/Tpw4gcTERNTU1CAjIwMNGzZE//79PdoWFRUhOZlBbEIIAcQNtRqHE899s8uvrFZaJ+PkVp/IbVc6lzF9zsWMlfu09/Guu4CPPqp7PXYs8PrrQDP9qzsC7XAZWVKSEEKIeVjFp+FKdUIIIYQQYgS9WyXBboNH2dX62G1SOxL6BNOfqampQX5+PpYsWYJJkyYhPj4e06dPV/xMRUUFKioqal+XlpYa1h9CCDECpZiME9Ki9ee+2YUhnVItKRLSQigJvn2JtFbsKrBMdjQREZmrAk4oiM1k2bMHePFFYN48z+3PPy9l2yKE+I1u8dbw4cPxxhtv4JZbbsG4cePw9ddf4+jRo7jhhhs8yoCUlJTgwIED6Nu3ryEdJoTIEyoqcyJmqKmlrVXCVSc7ENmf5M4FABZs+k21lndtH3/+GejTx7ORAUaf0Q7XT7lFilm3AOBEeRXTCRNCSAhgFZ+GK9UJIYQQQogRbD5YrCjcAiRh1+aDxZyzCAOC4c+8+eabmDBhgse2v/71r5g2bRq6dOmi+Nnp06fjueee87sPhBBiFpFUSrBvejLSEhqKx2+ChK+KKnKVUYKRHU1LxRctpTstxY4dwAsvAIcPA5mZ0rZevYDbbgPq2QSEEP/QLd566qmnsGjRImRkZOC7776D0+lEQkICpk2b5tHuq6++gsPhwOWXX+53Zwkh8oRjDe5wF6OpGWp609GaVSdb6XrInYtSiUgngKu7pGLT3qPo19HHPVpYCBiwItBohysc0gkTQgiRCKZPo3WlOlepE0IIIYQQNQpKxeYiRNsRaxMMf6Zly5YYMGAAqqqqcPDgQRw9ehRr1qzB/Pnz8fzzzyMqKkr2s5MnT8bjjz9e+7q0tBTnnnuu330ihBCjiKS5/yi7TTF+AxgfY9KKXEUVucX1gc6OFvYlNt9/H3j5ZSAnR3rdqxcwejQwcSLQu3dw+0ZImKJbvJWcnIwtW7bg/fffx759+3DuuefizjvvRFqa50PowIEDGDlyJK6//nq/O0sI8U04GgjhKEbTimg62uT4aBSV1RmrZtTJ1ns95Moq2myA0wnkfzAX/Ra/7PmhuXOBW29V7ZOouM9oh0v0uhw/WYEahzOsBIeEEBJuBMOn0btSnavUCSFEjHBfBEQICQ/MelYVnapQb6ShHbE2wfBnRo8ejdGjR9e+3rhxI+6//3689NJLKCoqwuzZs2U/Gxsbi9jYWL/7QAgxn0i1qUOplKARyMVv3GNMwboXlCqqKBGo7Gj+Vnyx9HfsX/8CHn207rXNJom2nn4a6NbNlENaejwICSA2p9Op9bkX8pSWliIhIQElJSVo2rRpsLvjN1Z9oFm1Xy6s3j9RahxOXPLKatnMQq7UpusnDgqZ85MTo7l6H4piND24rq1a2tr//f1ybD5YbNq9bMT1cH3fVu4qwAeZeYitrsS4rM/x6I8LPNp9//MBXNk7XXEff5w8g7zj5Zj/0yGPlaJyYrKsnELcPGeD6nnOv7efkDGvdl3ciTTBISHEOMLNXiV1fPHFF5g5c6bHSvWEhAQ89NBDiivVfWXeOvfcc3mPEEKIG1wERAgJBcx8Vn295XdM+Hy7arsZN3bHdb3O8etYatCniRyOHDmCNm3aoKqqCgcOHECrVq2EPsd7hBBrEsk2tWhMJpTibSLIxUuDeS+IxnXkmDmmB0b2aGlgjzzxJ+5k2e/YunXApZd6b9+2Deje3bTDWnY8SMQTDFtVd+YtYg2s+kCzar9cWL1/Wgi3Gtz+qtW1HsvKAj7RtLUxDeymXVujrkeU3Ya+6cl4/PNteGLtp3g46zOP9x/462R8d8EApH5/AFf0bO21r2W/5GPK4mwUlVXKHkMu05zRtduVrotonwghhEQueleqc5U6CRWsbmOT4GPWPRKOGakJIeGH2c+qSMsYQqxBixYt0KNHD2zcuBHbt28XFm8RQqxHpNvUrrn/B+Zu8fm+E8EvJWgGUXabT4GR1nvBSF/P39KUx09WYPG2w6bNS+it+GK575jTCWRmAlOmAP/7n+d7y5YBV19t6uEtNx6EBBnd4q1Dhw5p/sx5552n93DEB1Z9oFm1Xy6s3j+thFsNblEx2seZuUhpEqvb8AoVAZ9I2lozMVIcuH3tVmQ9Nbj29ekGsXhi+AQsu2CAlHZVZl/Tl+3Cu2tzVfsqJyYzo3a73HUR7RMhhBBrYAWf5qKLLsKyZcvQpk0bvPfee5g0aRKDHSRkCRUbmxiH1sl5s+6RQC4CIoTIQwGvMgF5Vol+jJclLLCCP+Oiurra419CSOhBmzp80Wqj6bkXjPb1/BGa223AtKW7DemHHHoE85b6jjmdwPLlwLRpQFSUJOCKjgZuuw3429+Av/zF3OPDYuNBiEXQLd5q3bo1bDbxL4rNZqPhbiBWfaBZtV8urN4/PYTbijpRkZk/hleoCfiGdknDkE6pQZkANUQc6HQCf/0rei1Z4rF58D2zcTjhbMV9LfvliJBwq/ZQ8C0AM0ME57ouH2fmetyPon0ihBASfKzi03ClOgkHQs3GJv6jdXLezHsk3DJSExKKUMCrTiCeVcdPVag30tCOWBur+DN5eXnYvl0q19ndxLJKhBBzoU1dF0OUIxRjiHpsNK33ghm+nlpFFSUc9T5gxryEnoovlviO1dQA99wDfPxx3bYOHYCnngIefBA4x9yy2u5YYjwIsRi6xVvnnXeerGNQVlaG48ePAwCio6PRokULvYchMlj1gWbVfrmwev/0YHRJuGCjR2SmxfAKRQFfMFeu+i0OXLAAuPlmj02vXvo3vN3/RtV91TicmLI4W6yj9fAlJjNDBBdltyGliVgJq1DJfkcIIZGElXwarlQnoUwo2tjEP7ROzpt9j4RbRmpCQg0KeMUIxLMq3BZ5EmUC5c9s3rwZS5YswR133IE2bdp4vJeRkYEJEyaguroaw4YNQ9u2bXUfhxArEYnZJEPBpjb7uvgTQ7TiPaPXRhO9xgUlp5G57zgmfbXDcF9PraKKE0BiXDROlFfVbrfbvIVb/vZDb/8A74ovQf2OVVdLsbovv6zbFhMDPPww8OSTQGqq8cdUIRSeOYQEGt3irby8PMX3S0tLMWfOHEybNg233HILXnzxRb2HIj6w6gPNqv3SetxQ+iHQYiBY0Xisjx41vRbDK9QEfFpXRRh9jXWLA6uqgKZNgTOeY33FM4txoCLK57Hq7+un3CIUlVX5bKuG3CSkr9rt/sKJUUIICV2s4tNwpToJdULNxib+oUeIZfY9QpuckOBBAa84gXhW9W6VJBu4dGG3Se1I6BMof+bkyZN4/vnn8fzzzyM1NRXnnHMOKisrcejQIZw4cQIA0KdPH3zyySe69k+I1YjUbJJWt6kDcV30xhCteM/4Y6OJXuNpS3ejqKxSsY0/vp5aRRX3xfrHT1YEvEKK1oovgfyOuWKFx4pPoePa5Wj/xIPejfbuBYKY/d/qzxxCgoFu8ZYaTZs2xRNPPIHOnTtj+PDh6NChA26//XazDhdxWPWBZtV+aT1uqP0QiBgIVjQefaEkRlNC1PAyWsBnpiBO66oIM66xntUD2L5dSrvqLtyaNg2YMgV///Oc5HDflx4RZTAyzYVb9jtCCCF1GOXTcKU6CXfCcZEMkUePEMvse4Q2OSHBgwJecQLxrNp8sFhRuAVIwq7NB4sj/npEAkb5M927d8fMmTOxatUq7Ny5E3v27EFlZSWaNWuG/v3748Ybb8Rtt92GBg1MCzcREjAiOZuklW3qQF0XPTHEYNwzInEpf2w00SQLasItd/T6emoVVVx9X7ztsKn90Ns/dwL1HcvIzscLi35B5y1rMemHj5BenO/ZYP9+wALzj1Z+5hASLOxmH2Do0KFo1aoVZs6cafahIgrXA01OImKDJNoI9APNqv1yYfX++cPQLmlYP3EQ5t/bDzPH9MD8e/th/cRBtcKtB+du8TLUXMZjRna+zF6Dg0uMlpqgXUSnZngZKeDLyM7HJa+sxs1zNuDRBdtw85wNuOSV1YrjWeNwIiunEIu3HUZWTiFqZGbU1FZFOCGtinB93sxrLHc9UhMaejoehw8DNhvQowfw88/StnbtgMpKYMqU2n3dd2k66tutdhtw36XpHk6MVhGlrJjMZFwCN/c+BLtPhBBCjMVfn8a1Ur1t27ZIS0tDnz590L17dyQlJeHqq6/Gnj17uFKdhDThukiG+EaPEMvse8Rfm1zUTyOEeEMBrziBmD/4vbjc0HYkPPDXn0lKSsIjjzyCxYsXY//+/Th58iQqKipw5MgRLFu2DGPHjqVwi4QFanPygOecfLhh1XnuQF4XrTHEYNwzonEpf2w0pXtBL/7MB7gqqozs0RL92zbzeQ8Gc15CpH+udmZ/x77bkoe1T76I+a/fgXt+WoT04nwUNWqK1wfejovGfYKMHUcsIdwCrPvMISSYmC7eAoDExETs2bMnEIeKGKz6QLNqv1wY3T+rTfD6MhBC1eGoL0abOryj0OfUDC+jBHx6xFJaxF5qqyKAulURgbjGSuJAAMDTTwPnnFP3gVGjJDHXvn1AdHTt5ozsfLy3NtdrFajTCby3NtdjLFzXShQvMVkAERa4EUIICVn88WlcK9WvvfZaxMfHY8+ePdizZw8aNWqEq6++Gh999BF+/PFHpKSkGNxrQgJDOC+SId7omRQPxD2i1ybXsyiHEFIHBbzaMHv+4PudBYa2I+EDYzSEqKMlU1G4YsV57kBeF60xxEDfM1riUv7aaHL3QnJ8tM/2cgRqPiBU5iVM+44VF8N5wQW4qnc6XvruLZxbchRnlRXj8eETcMkDH2DWxTfhjybNLBcPtuIzh5BgYvpyiD/++AO7d+9GfHy82YeKOLTW0o30frkwqn+hUoYwlNPXu8RogCSUe399rt/pM7WWAfSVfhaA5lrhWlPniq6KWLFLmmwLxDV2vx61bNoE9O3ruW30aODzz70+r7XGuvu1kjMlr+mWisGdUg0vWakHLelxCSGEhBb++jSuleqPPPKIwT0jxBroKrVNQhbXpLiSD1J/UjxQ94hWmzySy+IQYhQsd6IdM+cPTlVWG9qOhAeM0RAiBrNJSlhtnjvQ10VLDDGQfRONrzSJjcbxsgqkxMcitWlDHC2VL32YHB+N3q2SZI/p614oKD2DCZ9tE+pzIOcDQmlewtDvWG4u0L49UFNTe54VUQ0w/S93YX73q1ARHVvb1KrxYKs9cwgJJqaJt44fP45NmzZhypQpqKysxMiRI806VERj1Qeaq18bcgqRdeA4AEn00a+NNX4M9Iybu4gn73g53ly5NyQmeMPF4TDS8FIzvod0SkVWTiG+35mPL7f8jpNnamrbpCU0xJg+52kSS2kVLQHiqyIWbzuCri0ThNoaeo2dTsDuI3njb795ZuByQ4+QUO5aJcdH44WRXTCsWwu/TsNofArcCCGEhCz0aQgRx+qLeIhxRNltuLZ7Gt5dmyvb5truaV6+WaDuEVGbXI+fRgjxJpQCZVbCrPmDwpMVhrYjoQ39GUK0wWySdVhpnjsY10U0hhjIvonGV279YGPttsS46FrfxpffU1RWhcteW6Poj9W/F7JyCoX7HOj5gFCal/D7O3b4MNCpE1Ba6rF519npuPGWV3AqNk72o1aMB1vpmUNIMNEt3oqKihJq53Q6kZqaipdfflnvoYgKVn2grdhV4PEDOWvNfktlptIybr6ybPnCihO8oeZw+Mp05RpHeSFPDEb2aIGERjGocTiFBVy+jO8VuwpwySurZa91fskZzFi5V+hcXAaQHtFS3/RkJMdHo6isSvEYhWWVKCqrFOqPYdd43Trg0ks9t82YATz2mOLH9AoJrSJSVbo3CSGEhCb0aQgxFqvYbcRcahxOLNmuXFJwyfZ8/GNoR58CLqvcI6GcpZoQqxFKgbJwJ6VxDPb+USbUjoQ+9GcIMRZmk7QmwbouIjHEQPZNj+CmpFyKLyXEReNEue9Yk9akFGrnDACJjaLx1q290K9Ns4D7ekO7pGFQh+b4NCsPB4vK0So5Drf3b42YBj6SEYQiubnAwIGSeMudXr2w8eOvcdN/d6juwirxYEKIN7rFW06ncj3U+Ph4tGnTBldffTWefPJJpKSk6D0UCUHCqfSA3LnIYbUJ3lByOERKUbpP9q/cVYCvtx1GYVklPszMw4eZeZoEglF2G/qmJ9cGDmat3ocZK/cZdj4uA0iPaCnKbsN1PVrig8w81c8lN44NzDWurobjjTdgnzjRc3txMZCYqPpxf4SEwRaphkqZVEIIIdqgT0OI8QTbbiPmoyZ6ApR9YqvcI+GSpZoQq2AlcWYk0+asJvjxQLFQOxL60J8hxFiYTdKaWPm6BLJvegQ3roQTsVE2JMfH+EwEoDUphcg5v3x9VwxoF5zfHF+xnPfX54Z+LOfXX4EOHby3X3UVsGgR0LAhLnQ4kZawLyTiwYQQ3+iWmTocDsW/kydPYvv27Xj55ZfpFEQYaqUHAMkIqHGIyqGCh9K5qGGVCV6XIQXUGU4u/DUeaxxOZOUUYvG2w8jKKfTrmrpEcvWDAC7BX0Z23cruKLsNJaclwVb9zFS+2isd85JXVuPmORvw6IJthgm3bJCEPS4DSK9oaXCnVKHPpTZtaNo1rmXKFCA62kO4de+oKej/0kpk/H5aaBcuIaFcL+qPm1XQcm8SQggJLejTEEKIdsJF9BRqWaoJCQVc4syRPVqif9vAZ1ogwJCOzQ1tR6wN/RlCjMeVTTI1wdMGTE1oGFJJCczGyNiQCFa+LoHqm1p8RQ4ngKMnlSu4uCelEMGq1yMsYznbtwM2m7dw66GHgMpKICMDaChdBzPjwYSQwKA78xYhcoRT6QGRFcVyWGmC14z09UZmIlIT/NVX/WttL9d/LRnV5BBZTaE3+5mWz0XZbeaUKPjjD6C554Te369+BF90HQLYbLDVy6anVFrQyitk5DDiXiOEEEIIISScCBfRUyhlqSaEEFGKyuUDs3raEUJIJMJsksoEq0qFla9LIPqmFF8xCi0LcKx2PcIulvP118CoUd7b//Y34MMPAZnSySxnTkhoQ/EWMZxwWYUL6OujVSd4jTSkjC6LqVXw569A0J+Mau5MGNweCzb9pmoARdltmDq8I8bN2+q1DyXRklaxk+HG8vXXAwsXemwaeue/sefs9NrX7kavwwFMW6pe9tIMw1FJNOYP4SRGJYQQQgghxAjCRfTk8rcemLvF5/tOWG9xCTEGs/xHQqzA8VNioizRdoQQEqlYpdS31TA6NqQVo69LZbUDn2bl4WBROVolx+H2/q0R00C5aJWcLRmIe8YVX5m0cAdOlFepf0AjWhfgBOp7ImK/h0osR/Vc1q4FLrvM+4PjxgH//jdgVy+qZjVhHSFEHL/FWxUVFZg/fz6+//577N27FydPnkSTJk1w/vnn46qrrsKYMWMQGxtrRF9JiBAuq3AB7X20avYgF0YYUmao17UK/vwVCPqTUc1Fcnw0xg9qj/GD2qsaQBnZ+Zi2dLfP/aiJlrSKnQwxltesAQYN8tj0ca8ReHbIAz6bu4zecfO8gx6+nDajDUczV/qEkxiVEEKIPPRpCCFEnFDMqEuIi2BliiDhjZUEgScEM2qJtiOhAf0ZQkggCLfMRtOX7cKcdblwr/j44rLduHdgOiYP6+TzM1awJYd0SsWzS3YKt7cBaN40FoANR0t9L8ABpJhX71ZJRnTRUETHXE8sJ9A2nOK5HNkBXHWV94fuuQd47z2pdKIGKEAlJDTxS7y1ZcsWjB49Gnl5eXA6nV7vffbZZ5g2bRo+//xz9OrVy6+OktAhXFbhAurnUp9ISDtphnpdq+DPX4GgEUKbF0Z2qTXilM5z2S/5PkVNLqYOV79fAqaSdzqBESOAZcs8Nmes3IpnVxzWt0v4dtqMMhzNXukTTmJUQgghvqFPQwgh2rFyKQbRCXhX8EmOUAs+EXWCnSmChCdWCOK6IxrX0xj/IxaG/gwhkYtRwhPR/YRKZiMRpi/bhXfX5nptdzhRu72+gMsqtuRPuUUoKK0Qauu6is9e2xkAFEsuFpVV4bLX1gTdn3NHy5hrjeUEyoZzfb9W7CrAh5l5Xu/33LgSQ58a7P3B554DnnnGsH4QQkID3eKt33//HUOGDEFxcTFSUlJw7733onPnzmjevDmOHj2KnTt34v3338eBAwdw1VVXYdu2bWjZsqWRfScWJZxW4aqdixNS6bzWKfFBX1kXKMzIRKRV8OevQNBfoc39l6ZjWLcWqu2W/XIE4+d7l0p05+lFO3BVF/VggOkq+X37gPvvl7JuubjvPuDdd5GQUwhAn3gLMM9pC8RKn3ASoxJCCPGGPg0hhOjHiqUYtEzAWz34FIhV4FbKFmQ24ZYpglgDqwRx3enfJgWz1uQItSOhD/0ZQpQJZ1vHKOGJlv2ES5WKymoH5qzzFm65M2ddLp64skNtCUUr2ZJaxrf+4hpfC3DcsdKiBq1jriWWEygbztf3y8U1u/6Hf3/zmveHPvwQuPNOv49NCAlNdIu3pk+fjuLiYowaNQqffvopGjVq5NVm6tSpuP322/HVV19h+vTpmDVrll+dJaGDlVfhaiWczsUIzMhEpFXw569AUGtGNRfN4mMwbWQXDOumfs0zsvMxbp6ycAsAisurMGv1Pjw6+HwNPTGQ8nIgPr7udaNGQM+ewMqV0v+hf7zqY7TTFohgSziJUQkhhHhDn4YQQvzDSqUYtE7A+xN8MjsQGIhV4FbLFmQ2VhfrkdDDSkFcd/q1bYa4mCiUV9bItomLiUI/3udhAf0ZQuQJZ1vHKOGJ1v2ES5WKT7PyPEol+sLhlNrdPbANAGvYki4fZN/RU0Ltpw7viLED0j3skKFd0jCoQ3P0m74KRWXeJZSttKhB65iLxnIABMSGk/t+Pb36fdy7aZFX+6euegjXvPUcfRFCIhzd4q3ly5cjPj4eH3/8sU+nAAAaNmyIjz76CBkZGVhWrwwXCX+suApXL+F0Lv5iViYirSI5f0R17kacKOMvb4cJQ84XuuZq5Tfq81FmHsYPah/4+2nmTOCxx+pet2sHfPcd0EZySNwDEmP6nIsZK/fJZqATwWinLVArfSjgJISQ8IU+DSGEhAd6RBR6g09mBwIDsQrcitmCzCZcMkUEGq1CxXDOcFIfKwRx9RKeVyQyoT9DiG/C2dYxSjysZz9GxYYCaS/4OtbBonKhz7q3C7YtqZTBqT6u61BfuOVi88Fin8ItF2ZWUtFy3fWMuUgsJyun0HQbztf3a+zPS/Dsqve82j424gks6nw5AOAi+iKERDy6xVtHjhxBt27d0LhxY8V2jRs3RseOHbFjxw69hyIhjJVW4fpLOJ2LP5iZiUirSM4fUZ3LiHvq62xFQ9XFgHYpwuekNoFXnxOnqwI7mffrr0CHDp7bEhOBvXsBm3SOvpyBxLhoqb/lVbXbUhMa4umrO+KRz7Yqrlax24DerZIMOwUgsCt9KOAkhJDwhD4NIYSEB3pEFHqCT2YHAgORyceq2YLMJlwyRQQSrULFcM5w4otgB3Hl2JBTqJh1CwDKKmuwIacQA9qzdGKoQ3+GEG/MtHWsIFI2SjysZz9GxIZ82QvJ8TF4QbDiiRbkbJMBgnGYVslxtf8Ppi0p54P4QuQ6rNxVIHRcI20YPXai3jFXi+UEwoZz/36Ny/oc/1j7H682U64ch7k9h3lsoy9CCNEt3mrSpAmOHj0q1Pbo0aOIdy/LRQgJaczMRKRVJOePqK4uRexKFJVV+WyjJ5OYHqMuYJN5zZsDf/zhuW3PHuCCC2pfyjkDJX+KtiYMPh+tU+Jqjd6fcouE0gxvPlhsqEDNrCxwclDASQgh4Qd9GkIICQ/0TMBrDT4FQvQUiEw+oZwtyB8C7T+GOlqFiuGc4UQOqwoC1+8/JtyO4q3Qh/4MId6YZetYRaRslPBE7378iQ3J2QtFZZUYN28L7v89HZOHdRLqlxpKtsmXWw6rVhSx2YDb+7eufR0sW1LJB/GF2nWocTjx9bbDQvsyyobRayf6M+ZKsZyU+Fihfou288Ufpafxz5Xv4s7N33i9N/aGZ/FD2ws9ttEXIYS4sOv9YO/evfH7779jwYIFiu3mz5+P3377DRdeeKFiO0JIaDG0SxrWTxyE+ff2w8wxPTD/3n5YP3FQyE3GxTSw46XrusIG77TxejOJ6TFqTZ/MO3xY8jjchVs33QQ4nR7CLbWABAAs2HQII7q1qK0jbvZKhRqHE1k5hVi87TCycgpR86dSzBVsAYy7doQQQiIL+jSEEBIe+LMqe/ZtvZCa4Lk9NaGhVxBBSyBQL4FYBW7VbEFmQ/9RHJF5gee+2VXrm2ttHy64Aopyd4wNUlA/0EG4Hb+XGNqOWBv6M4R4Y4at4xKf1LcFXeKTjOx8TX30B6PEw/7sR09sSESE9O7aXCz75YhQv5QQsU3UrJK46CgPu1DNlnQCGNPnXHz7yxGPGIa/iFZ5GX95W6Hr8FNukWwiA3eaxccYYsP4YyeaZr+LNtfjFjidwKOPYmSvc72EW9fd9jpaT/zWp3ALsJ4vIheXI4SYi+7MWw8//DC+//573HHHHdi0aRPGjx+P9PT02vdzc3Px73//G2+//TZsNhseeeQRQzpMCLEO4ZKJyOhMYmorAtzxR1EvlKbZ4QDmzAEmTvTc/ttvwDnneO1Tz8okM1ebqq1oMjMLHCGEkPCHPg0hhIQH/qzKFi2RHgjRUyAy+Vg1W1AgoP8ohtZ5gUjN5mZE6SgzaBgTZWg7Ym3ozxDijdG2jtVKThuVAcrf/SjFhnzFLURFSFMWZ+OqLml+jaXosZQoq6zxsl3kbMmEuGgAwIyV+2q3GZWVTdS3aN+8iZCdJbq/kT1aGHI/+2snmmG/Hz9VYWg7AEBNDXDhhcC2bV5vjbrtNWxp2VH2o1b0RaySaZCQSES3eGv48OGYOHEiXnnlFbz55pt48803ERsbi7POOgvHjh1DRYX0UHM6nZg8eTKGDRumskdCCAkeohP2IihN4Lnjz2SekPE0Zw5w3311H+rQAZg8Gfjb32T3qycgYVbKYNF0ukZeO0IIIZEFfRpCCAkP/BVRiCxMCoToyeVbKQU4/M3kE+nlA+k/qqN1XiBSs7kB1hQENmsUbWg7Ym3ozxDijdG2jtVEykaJh80SIcvFLa7ukir0+aKyKr/H0iibw9d+6tuSecfL8ebKvaaVjjbaBxFtN6ST2PVSwwg70Wj73dCxqq4GbrkF+OILr7fmzf4aT+XJ21t3D2iNwZ1SLeeLRGI5dEKshO6yiQAwffp0LFmyBP3794fNZsOZM2fw22+/4cyZM7DZbBgwYAC++eYbvPjii0b1lxASQQQ6Ladrwn5kj5a1JQH1Ild+wx1fpThEUEvTvGLjPqlEortw6803gexsReEWoM9wNSN9rdZ0ukZeO0IIIZEFfRpCCAkPtJRA1EMgSqRF2W24trtyP6/t7l8mAquXDwzEPAD9R2W0zgtEcjY3QF/pKDP55bBYOUTRdsT60J8hxBOjbR0ripSNsnuNtp+V4hYfZuYJ78ffsTTK5pDbj8uWHNGtBRZsOmRq6WijfRC1/UHj/tQwyk400n73Z0xdvsqSTbkoHnQlEB3tJdza8MnX6P/SSlnhVlpCQ7xzWy9Mvaaz5XyRSC2HToiV0J15y8WIESMwYsQIlJWVYf/+/Th16hQaN26Mdu3aIT4+3og+EkIiELXMUkIlA4NM/RUBKY1jASdwvKxCd5/VjKf3v3oeg1/5yfONpUsBwZV1elcmGb3a1GormgghhIQ39GkIIf4SCv5JJGBmVqVAlEircTixZHu+Ypsl2/Pxj6EdDVlsZKVsQQDLc1gFrfMCkZ7NDRDL3hcoDhWXG9qOhAb0ZwjxxEhbx6oiZaPsXqP2I1JeEjbAKaD58Hcs1WwTALD/2Rd/bJdAxDCM9kHUqsbYNO5PDSvaiXrHNCM7Hy9/tQXvzHoI/Y8f9N7x/v3IOB33Z9Yq3/fFhMHnY/ygdpadK2BcjpDg47d4y0V8fDy6d+9u1O4IIRGMWlrO+y5Nx5Lt+SExoWv0BJ6c8dTxjwNY/tEjnhuvv15S/dvEDUF/nAEjAyVWXNFECCEk/KFPQwjRAwUn1sJMEYXZoie1yXLAuMlyq5UPZHkO66B1XiAQwkZCiBj0Zwipwyhbx4riExdG2b1G7EdE9CGrpHLDiKxPIrbJvQPT8d7aXGHbxddinUDFMPT6IHILjFz7m7RwB06UV3l8JiHO2LLKRtiJZiyU0jqmKzbuQ8uRV+OHozke28ujYzH4nnfwzLirMCQ9Fc+9slr2NrcBWLDpEMYPaudX382EcTlCgo9h4i1CCDECkbSc767N9Xovv+QMHpi7BW/f0hPDurUwtY9mo2SMehlFTifGZ32GJ9fN9di84ptMDBlxsa7j+xOQMMphtOqKJkIIIYQQQtyh4CTyMFP0FOjJcqtkCxLJ1PDcN7swpFMqBUABQuu8gFWzuUUiXdKaYONB9ZKIXdKaBKA3hBASXIywdShSFkPUPr2iw1lYteeYz/eMzPokYpv0PC9JyHaRW6wzps+5Qn0xIoYxtEsaBnVojk+z8nCwqBytkuNwe//WiGlg99leZIFRfeEWAJSUVxnux/pjJ5q5UErIrysuBpKTMaTeZ6ttdvQf9wmONU6q9VWaNIwO+axVjMsREnyExVv/+c9//D7Y3/72N7/3QUg4wdIa3oisNFZi/PytmAUbhnULzYlBNWPU3Sg6p+Qo/rnyPQzZv7F227pWPXD7mBcwv+MFfvUj2KuwrbyiiRBCSOhCn4YQYiQUnEQuZomeInWynOU5rInWeYFgzyMQics7pAqJty7vkBqA3hCjoT9DSHCIVJGylviVqH16z8C2uL7XOZiyOBtFZXXiITMyF6vZJiK2i9JinRkr9yExLhol5VWmxzB8xY3eX5/rc8zUFhi9dUsvTFu6y+dxzPJj9diJgVgoJevXFRYC3bsDhw97bM5LTMNf//Z/ONGoae02l6+Suf+40DGtnLWKcTlCgo+weGvs2LGwaSi9VR+bzUbHgBA3WFrDN/4aLg4nMG7eFrxjD70V7iLG6JBOqTincQOsnzq09v1KewN803Egnh3yAE7FxhuSWhgI7ipsrmgihBBiBvRpCCFGQsEJMZrerZJgt0l+rRx2m9QunGB5DuuidV7AKtncIpnmiY0MbUesBf0ZQoKH2SJlqy301xq/EhV9OBxOVDmc+PfNvQAncLyswtTzVbNNlN4XWazjwswYhhYRk0ifpy7ORmFZpezxzPJjtdiJQVsodfgw0LkzUOIthO89fi4K4xNlP/qfrDyhQ1h5IQ7jcoQEH2Hx1nnnnSfrGBw8eBCxsbFITeWKHUJEYGkNeYwyXEJthbuoMXrlttVYP/U2j/eHj52JfWe1CjvjKVJXNBFCCDEP+jSEECOh4IQYzeaDxYrCLUASdm0+WBxWAplIzThGiBmc3STW0HbEWtCfISS4mCVSttpCfz3xKzXRhxPA6aoa3PpBXRUR1zla1a4VWaxzorwKEwafjwWbDpkSw9AqYhLps5Jwy51g+rEBXyiVlwekp3tvv/hibHxnPm767w7VXZyqqFF83wpZq0REoozLERJchMVbeXl5su/Z7Xb06dMHa9euNaJPhIQ1LK2hjNoKDVGCvcJd60oZNWM05VQRsl7xXBlX0SAanSZ8iRp7FIDwNJ5YdoEQQoiR0KchhBgJBSfEaAItCLRKhgeW5yDEOBxqClCN7Yi1oD9DSPhhtYX+/sSv5EQfiXHRKC6vwonyKo/2+SVn8MDcLXj7ll4Y1s16MQ1Rm7t1ShzWTxxkil2tVcRkpOAqmH5swPyi3buBTp28t195JbB4MdCwIS50OJGWsM/vmCUQ3MQLWkSijMsREjyExVuEEGNgaQ1lRFZoiBKslQF6Vsoo9fWLuf9An8P1apD/9BMa9L4QcyPAeGLZBUIIIYQQYkUoOCFaEBFKBVIQaKUMDyzPQayGVYSNelifc0y43cDzzzK5N4QQYi2s9ny34kJ/f+NX9UUfKY1j8cTn2xSPOX7+FsxCTwzr1sLP3mtD7X7QYpubFcPQKmIS7XNyfDSKy6o0+bGB/P6Y7hft2AF06+a9ffBgYNkyIDq6dpOSryJK04YNcEPvc5DQKAY1DmfAnzt6s+kxLkdI4AkJ8daiRYuwfPly/Pzzzzhy5AgKCwsRFxeHTp064aabbsKDDz6ImJiYYHeTECFYWkMdpbSc13ZPw7trc4X2E4yVAXpXyvjqa+LpUmz71y0e2yrPOhsxfxwFAEQBNJ4IIYQQQggJEhScEFFEhVKBEgRaLcMDwPIcxDpYSdioh/V7j4u3u9rkzhBCiEbMFIdY8fluxYX+RsSv3EUfWTmFKCitUNyXwwmMm7cV79htAbsWIveDFRbraBUxifZ56vCOeGjeVmE/Vm68pg7vhKT4GMO/s6aNvVymrdtuAz7+GIiK8vkxOV9FlNIz1fgwMw8fZuYJPXeMfBZaUSRKCJEnJMRbr7/+OjIzMxEbG4sWLVqge/fuyM/PR1ZWFrKysvDpp59i5cqVSExMDHZXCVGFpTXEUErL2f2cRIyfvxVyGd71GG5GGEP+GEEexqjTiZt++R5/X/sfjza3PPo+Pn3jLk19IoQQQgghJNyw0op5Ck6IGlqEUoEQBPo7eW/m94/lOUiwsaKwUSuFZZWGtiOEkEBhprjKqs93Ky70Nzp+paXv9W1Qs+xO0fvBCot1tIqYRPs8tEsaZtttQn6s3Hjll5zBuHlbPLYZ9Z01fOzXrQMuvdR7+6hRwOefy4q2XNQ4nEhoFIN/DO2AolMVSGwUjReX70GRDntK7blj9LNQVCT6cWYuxg5Ip+9FSJAJCfHWPffcgxdeeAEDBgxAtFuqwg0bNmD06NHYvHkznn76abz11ltB7CUhYlhBrR8qyKXlHNatBWbB5mUYAvoMN6OMIX9WyriM0Y9f+hgL5j9Vu/3XlPPwxsDb8P35F2P2bb1oOBFCCCGEkIjGiivmKTixFlYS9+kRSpktCPTHbw3E9y+Sy3NY6d6NRMIlK0GT2AYogHKGE1c7QgixCmaKq6z8fLfiQn+j41da+u5ug5pld2q9H4K9WEePiEm0zyJ+rNJ4+cJIQaQhY79iBXDlld7bn3wSePVVwKb+nfd1LybHx+gSbgHKzx0znoWiAsppS3fj/fW5XIRGSJAJCS9t7NixPrf369cPb7zxBm688UYsWrSI4i0SEpil1o+0Sb5h3dLwjt1/o9lIY8ivlTIVFRh61YUYeuRI7aaFnS/HxKsfQUpyE8ymwUQIIYQQQiIcq66YByJbcGIlrCbu0yuU0isIFJkX0Ou3Bur7Fy5zG1rPw2r3biRixdJVeriwdTL2HSsTakcIIVbAbHGVlZ/vwV7oL2evGBm/cp2jaKm5P06eMdXu1HM/BHuxjh4Rk2if1fxYtfGqj9GCSN1j/+GHwN13e29/7jlg6lQh0RYg7wPpFW658HWfmfUs1CKgtMLcSrgSLn4uMZ+QEG8p0aFDBwBAeXl5kHtCiDhGq/UjdZLPX6PZaGNI90qZ8eOBeuLTA8+/hqhrbsZ/+CNOCCGEEEKIpVfME2vgT5DHrIlUfxb4aBUEis4L6PFb/fn+aRnbcJnb0HoeVhamRhJWLF2lhz6tkzF/029C7QghxAqYLa4SfW6v2FUQcPFWMMvyqdkrRsWvXOf4wFzvKiq+SImPxZNfbjfN79P7ex/sxTp6YmFG9FmP3WO0IFLTeSxYANx8s/f2l14CJk/WdFytWcf08MfJM7X+Uub+Y6Y8C9VEovWPwbkV4wkXP5cEBmHx1tq1axXfLykpUW1zqa96sn6SlZUFAOjVq5fh+ybETIxS60f6JJ8eA9QsY0jzSplDh4BWrTwb9e8PrF+PNnY72gifESGEEEJEsKpPQwhRx8or5knw8UdcZOZEaqBK4WiZF9CT4UHv90/L2IbL3IbW86Aw1TpYsXSVHs5qEmtoO2It6M+QcMRs8azoc/vDzDz0TU8OuL0RjLJ8ovaKUdmmhnZJw9u39ML4+VvgkFGPuGxQ2GCq3xfKv/fBEJD5Mw6+vrOmZR9atAi47jrv7e+8A9x/v65das06poe842W45JXVmo6j9VmoJBL1BedWjCVc/FwSOITFW3/5y19gk0kjaLPZkJ2djcsvv1z28zabDdXV1dp76IOamhrk5+djyZIlmDRpEuLj4zF9+nTZ9hUVFaioqKh9XVpaakg/CPEXf40tTvJpx9fksRoFJaeRlVOoalBqWinz3XfA0KGeO1i5ErjiCs3nFO4wnSghhBCjsJJPQwjRRrhkRCHm4I+4yMyJ1ECUwtE6L6Anw4Oe75+WsQ2XuQ0952F1YWok+ePBLl1lFHsKTgq3G3j+WSb3hhgN/RkSjpgtphEt2xdMeyOQZfm02itG2R/DuqVhFnpi3LytXu+526DHT1V4ve8LvX5fuPzeBwotWZvqU/87q2fRjKot+u9/A4884v3BDz8E7rxTY4890XuPuXysxLhonCivkm2XFBeNGSv3ad6/nmehnEhUCc6t+E+4+LkksNi1NHY6nbr/HA6H35198803YbPZ0KBBA5x77rl46KGHcMUVV2DDhg3o27ev7OemT5+OhISE2r9zzz3X774QYgW0TPKRusljrWr5aUt34+Y5G/Dogm24ec4GXPLKamRk5/ts6zKCUhM8DajUhIbS5HTUCeCWWzyFW61aAU4nhVs+yMjOxyWvrBYef0IIIUSNYPs0hBB9hPIKaWI+esRFahOpgDSRWiOXHkAAl1AKqAtKuTCqFI6eeQFVv7Ve8ETr90/r2IbL3Iae8/BHmFrjcCIrpxCLtx1GVk6hX/eqLyLNHw/E9zUQHCwqM7QdsR70Z0i44RKHyD1dbZAEHnrFNO7PdyWCbW+4hFIje7RE/7bNTPu9CabdNaxbC7xzWy+kKdigZvt94fJ7rwc9tqPSeClhtwHFZXVCPLnYnGthhy/7UtEWfeUVwGbzFm59+aUUa/NTuAWI32PJ8dEer1MTGuKd23rhpgvPUfxcRbW232R/n4VDu6Rh/cRBmDq8o1B7zq34T7j4uSSwCGfesoJh37JlSwwYMABVVVU4ePAgjh49ijVr1mD+/Pl4/vnnERUV5fNzkydPxuOPP177urS0lAIuEhZw9bk4/tSnLiqr9Hittgrb50qZVomIurA3sH271MhuBx5+WKqz3bx5WK1mNepcmE6UEEKI0VjBpyGE6IMrpIkSeoI8gcp4ZHYpHL3zAloyPPRNTxZaOe76/mkdW3/nNqziT+s5D70BSjPLfbr2H4n+eDBKVxmN6J0fmjNOhP4MCUf0ZAXVytAuabh7QGt8kJmn2jbcYynBjimp2aCB8PvC4fdeK/7YjnqyNjmcwEPztmK23YYhnVKFFna4Zx/yaYs6nZg+ZyL+8tRm7x0tXQoMGybUN1FE78X//f1ybD5Y7HE/u85JifLKGuG+GPUsjLLbMHZAOt5fn8u5lQAQ7OctCU2ExVtWYPTo0Rg9enTt640bN+L+++/HSy+9hKKiIsyePdvn52JjYxEbGxuobhISMMJ99bmRE7BG1qcWSWfpkVI4IwNod7Vngw0bgD59pLdNnnQNJEadC9OJEkIIIYQQdwIR1CGhi54gTyAnUs0shePPvICRpXDcx13r2PpzDlbyp/Wch55712xhVaD9ca1zP2aL9QJZusoMup+TiE9xSKgdIYRYhUCIaQZ3ShUSb4VqLEUU0fNLidcfU1X7rVayQQPl91n5995oW8cI29HXeBWerMAjn22FUgKv577ZhSYNo1Vjc+4LO7xsUacTU1e/j7t/Xuz9wVWrgEGDFPetF9F7MaaB3et+zsopNCweCRj7LOTcSuAI9xg+MYeQEm/V56KLLsKyZcvQpk0bvPfee5g0aRJatWoV7G6RCCLYqztDefW52tgZPQFrtHJZaBV2aSmQkOC5LTYWOHYMaNIEQHitZjXyXAK1Cp4QQgghhIQOkbhCmoihZwI60BOpRgql3AnEvMBPuUWKWbcA4ER5Va1/pnVs9Z6D1fxpPeeh9d4NhLAqkP641rmfQIn1zPq+BoKS08rfVa3tCCEkUJgtpgnlWApgXCxKbRxcPLxgK/7aowWGdErVdCwjfqsD5fdZ8ffeaFvHSNux/nhl5RQqCrdcNuOP+48L9bWgVDpnly1qczowddX7uGvzEq+2o259DX9/7k7Tr5/ee9GoeOT4y9thQLsUUxYrcG7FfEL9d4cEh5AWbwFAixYt0KNHD2zcuBHbt2+neIsEDCus7gxVhbTa2JkxASs6eVx/HNWQNcLuuQf44APPbd99B1x5Ze3LcMouZfS5MJ0oIYQQQgjxhZVXSJPgonUCOlwmUgMxL6DVP9M6tnrOwYr+tN5roeXeDYSwKlD+uNa5H6uJ9axKYqNoQ9sRQojZBGqBfKjGUgBjY1FK4+BOUVklPszMw4eZecLHMvK32ki/z3WPFZSeQdGpCiTHxyA1oZHl/Ei18Xvrll5Iio/RNB5m2o6ituDhE6eF2hWdqgAAHCsqxazFr2DEnnVebYbf8SZ2prbzeXylZ4k/zxk996K/C4Bc/tKEIeebdo9ybsV8Qvl3hwSPkBdvAUB1dbXHvyT4BDsjldkEc8Ko/tgO6ZQaUgppdQO0J6Yt3W34BGxxWaVQOy3CLcCHEXbyJHDDDcD333tur6kB7HaPTeGUXcroc2E6UUIIIYQQIocVV0gTa6BlAjqcJlLNXjmt1T/TM7Zaz8Gq/rTeayF67wZCWBUIf1yr+M6KYj2rckIwo5ZoO0IIMZNAL5APxWwzZsSiXOPw7JKdKCitUG2fL3AsM36rjfD7fN1jLgKZjEEtZqo2fgAwfv4Wj0xXIv030nasfw6ipTVbJDYSatcsBsA11+Dab7/12H6mQQyu+dsM7DvLM3mLuy2q9CwB4PdzRu5elLuuIotZEuOiUVxeFVRflHMr5hOKvzskuIS8eCsvLw/bt28HAHTv3j3IvSGANTJSmUkwJ4yUxnb9xEGWF8yJjN2UxdkoKpOfQHJNwM5Y8SsGtDtL6DxrHE5MW7rLn6574XMV9owZ0t9vv9VtW7sWGDjQ5z6snF1KqwDT6HMJl1XwhBBCCCGEkMCiZQK6LnC1q7ZMBxCaE6lmrpzW45/pmaQe2iUNgzo0x6dZeThYVI5WyXG4vX9rxDSwe7W1sj+t91qI3LuBEFa5rreSOC7NgFKcWsR3VhXrWZEEwYxaou0IIcQsgrVAPpSyzZgZixraJQ1NGkbj1vc3CrV3qhzLir/VcveYCxFRmlH9UIuZqo0fAK8ShSLfFaNsR1/nkNq0IRLjolFSXqXoIwxol4K3f8iR3Xdc5WnsmjEaeMX7vUvvm4NDSZ7nVt/3UHqWPDB3i89jGvGcUbuuaotZpo/qCsBbWBaKvihRJpR+d0jwsbx4a/PmzViyZAnuuOMOtGnTxuO9jIwMTJgwAdXV1Rg2bBjatm0bpF4SF5GQwjxYRqgVx1arwEdk7JSEW+7MWpODWWtyhISBIoavHmqV71u3Ar161b2Rng689RZw9dWKnxc1nPOOl/vTTc3oEWAaPYEcTqvgCSGEEEIIIVbH09N2OrXmZA5v/CkHqGWS2pcv+v76XJ++qNWzNZu1ij0QC52i7DZc2z0N767NlW1zbfe0gJbitLJYz2ps//2EcLsbLjzX3M4QQogMwc6oGCrZZsyORR0/pZ51yx2lY1ntt1rpHnNHTZTmL6JxPT3jIvJdMcJ2lDuHo6V1+1TyEfq1aeZzYUB8RTnmLXga3Qv2eWyvatgIV933Lg408u5Tfd9DJGOZL/x9zoheV5HFLBT1RAah8rtDgo/lxVsnT57E888/j+effx6pqak455xzUFlZiUOHDuHEiRMAgD59+uCTTz4JbkdJ0A3uQBEMI9SKY6tH4GOGYS4iXtNyXLvNewVDfWrPs+PZQJ8+wM8/173ZtCmQnQ3Exakeq296MlKbxqqmJl6w6RDGD2oXkGurVyRoxgQy04kSQgghhBBCzEQ+EFERcgvQzM6Crtc/E52k1uqLBiI7lBUJxEKnGocTS7bnK7ZZsj0f/xjaUfdxtIrvrC7WsxLVapNaGtsRQogZWDFLk1VwXzC/7+gpoc/ojbvo+d0sKDnt174C9VutZUG/Wfealrhe3vEyXcdQ+674azuKnENiXDRiG9g94lz1fQRXH5wAmp45hc//OxEdjh/02ucVT85HTlQT2fNNjIvG9FFdNWUsk0Pvc0bLdRVZzEJRDyHEHcuLt7p3746ZM2di1apV2LlzJ/bs2YPKyko0a9YM/fv3x4033ojbbrsNDRpY/lTCnkgxuP01QrVmqwKsN7Z6BT6iY5ccH4PiskrVVRGAmHhNi0Nw78B0vPfn6lJfx58wuD3GD2qPqNdeBbpO8nzznXeA++8XPlaU3Yab+56HGSv3KbYL1LX1RyRo1gQy04kSQgghhBBCzMCKi6T0EqhM3Wb5Z3quRSCyQ1mVoV3ScN+l6ZizLhfuSeJsNmlOw99rLRIE83eeQusCsEBkHAs0euYHRTh+UiyLimg7QggxA6tlabIKvsT4IugVRKn9vvqiqKxS174C/Vut9d4x414TjettOFCI+T8d8utYSv33Z5G8yDkUl1fhv/dcBLvNJmvXDO2Shg+uPg89hw1EUnmJxz7Kz2mFrPlLcc+3ear3YWwDO4Z0Sq19bcR107oPrfFairMIIVqwvOIpKSkJjzzyCB555JFgd4WoECkGt4hBa7cBxT6MWL0rYa00tv5McIsa8FOHd8JD87xFQHKoiddEr9msm3thWLc09DwvSf46tWoMRNk9P9yqFfDrr0BsrEBvPWmdEi/ULhDX1l+RoFmZsmjcEkIIIYQQQozGaouk9BJoEZoZ/pmeaxGI7FBWJSM736dozeEE3l2bi57nJfkl4ArEHJTWBWCByDgWSMzMlJccH2NoO0IIMQOrZWmyAnJifCX8FUS5/76KktzYdwzEar/VWu8dM+41UVspK6dQtTqLGmr917sIQ/Qcjp+qwMgeLX2/eeQI0KULBhUXe2w+2bMP4lZ9j9iEBEx5ZbXQvV9QWuHhExhx3bTuw0rxWkJI+GFXb0KIGJFicLuMUCUcTuCheVuQkV03kegyvutPSLpWwrq3rY+VxlbLpGp93MeuvknobsAP6yaJgFITjDGalI7rYtbNPTGsmzRBNrRLGtZPHIT59/bDzDE9MP/eflg/cRCGlhyQyiK685//AHl5uoRbgLWurRFGp+zYhUipEUIIIYQQQkhkEC6T7v746FZBz7XQkh0qGNQ4nMjKKcTibYeRlVOIGoNK1NU4nJi0cIdim8kLd/h1vEDNU7gWgNWf+0lNaOgzW5zW9lbFn/lBETbnid3zou0IIcQMXIut5ebqbQjP8sdyKInx5XAJpMb0ORff/nJEk73hbqckNIrBW7f0QnJ8tNBnU5vK//4H4rda1MZSu8fcMeteE7eV/LMTRfvvWoQxskfL2oxQavhlF+blSalhW7YE3IVb/foBJ0+iyZafEJWUqLn0obtPoOU610fvc8ZKMT1CSPjhV+atqqoqfPTRR1i+fDkOHDiAU6dOwen0/SNjs9mQk5Pjz+GIxbFaWlRfGJWSfGiXNLx1S0+Mn78VSvawa3Wr6/96V8JaaWz9neAWzc7kvhLgP1l5WJ5doHpMJWNI7rhyKxs9VhMfOgT85Tpg3bq6BtHRQEWFZHz6gZWurVFGJzNlEUIICSXo0xBCSGQSLpPu4SBC03MtrHzeZmZV2nCgECfKqxTbFJdXYcOBQgxol6LrGIGcp9CaBcKs0p2BIhCZ8opPK98fWtsR60N/hoQiVsvSFGy0ilcAICFOElvNWLmvdpuIvSFnpzx/TWc8880u2bKIrnZqv/9m/lb76ntyfAxeGNmldmG+C9GsYjaYd6/1bpWE5PhoFJX5/s112VT926Rg1hr9z2YzS4Xrsgv37QPOP9+78ZAhwJIlQENP21+rve7uE6g9S5w+/u96Dei79laK6RFCwg/d4q3jx49j0KBB2Llzp6wz4I7NT4EDsT5WN7iNnjxLio9VFG7VX90qshL248xcpDSJ9TJorTS2RkxwixrwUXYbSk5Xqgq3RI0hzY6D0wncdhswb17dtrvvBl59FUg2xvCy0rWl0UkIISTSoE9DCCGRS7j4P+EgQuvdKgl2GxTnWOw2qZ0Lq563XMkjV1Ylf7NOZOUUCrfTK94K9DyF1gVgobxgLBDlWu2C9qpoO2Jt6M+QUEZ0kXckICpeGX95W7Rv3gR5x8vx5sq9mu0NJTvl4QXbcN+l6Xjvz9LM/vz++/qt9jexglzfi8oqMW7eFtz/ezomD/OsmCN3j7kwSlwv19/nvtmlKNwCpDHt17aZol+ihpmlwjXZhTt2AN26+d5RZaWUEOFPXPdDQclpbDlU7PszPvAlIFR7lgAw9DljpZgeIST80C3emjRpErKzs3HOOefgH//4B/r06YOzzz4bdjsrMUYyVjW45Qy7/JIzeGDuFryjY/LMjFWe05burv1/fcPRyLH1x1Dum56M1KaxsjW4RSe4RSbbXCsSRfDHcXA/nmtc2uzPRtfRQz0bvPcecO+9Qv3RglW+NzQ6CSGERBr0aQghJHIJF/8nHERomw8WKwq3AEnYtflgca0/b8XzDkRWJfGyOv6V37HKPEW4EYiMcf3aJOObX9Sz1/drY91nAhGH/gwJdUI9o6JRiIrNB7Q7C33Tk3HJK6s12xsidsqS7fl465ZemLbU2N9/3xmzov/MmNVC9fMiZSXfXZuL7uckeu3P/R4rKD2DolMVSI6PQWpCI9PuNbl4pDuJcdGYPqpr7ZjK+SUi+Cv8VkPVLjxzGLD5uI633QZ8/DEQFeWx2df9IIqcf6b2LDH6OUNbmRBiFrrFW99++y2io6OxevVqtGvXzsg+kRDHaga3iGE3aeEOzZNnZq/y9LVKwoix9TcD2YpdBThT7fD5ntET3KLpgh8bfL7PvmsRqbnGpbDwJPb+33XeDYqKgKQkj01GleEEzP/eiPaVRichhJBIgj4NIYRENuHg/4SDCE2PoCXQ5y3iUwciq5JoWZ3+bfRl3XLHavN74UAgMsbd2Ps8IfHWjb3P030MYh3oz5BwIJQzKhqFFlG6XntD9HNJ8TFYP3GQYb//8hmzqjBu3lbc//sJr4xZ9RGNE01ZnI2runiXENR7j7nbfymNYwEncLysQnFMROKRgFTm2v0YFdUOPDa4Peb/dMgjcUJio2icECh1bHapcJ924eFdiOrqQ7Q1bhwwaxbgI9ujiLDNF4lx0XjZTewmZ5vLXWcznjO0lQkhZqBbvFVSUoILLriATgHxiZUMbhHD7kR5FWat3o9HB7cX3q+aQQ14pvDUmvZUbpWEP2Prb/p+NcMqoZ4B5S+iBmdVjQOLtx32MI60iNRc53XztuV46bu3PN57+Jq/Y/hLEzC0nnDL6DKcgHnfG619pdFJCCEkUqBPQwghJBz8n1AXoekVtOg9b60LsUR96oBkVWrbDIlx0ThRLh/ES4yLRj+D5hYCMb9n5MI4qxOIjHEXCV4v0XbE2tCfISQ80CJK12tvaPmcUb//4hmzkjCsm7y9Ktr3orIqIZG8iO2hlh3Kly1Y43Di48xc4YxSkxfuwLNLdnqItVKbNsSEweejdUoczm7SEA6nE7e+v1F1X0aXClcUR61YAfS80vtDjz8OvP66T9GWa58iwjZ3EuOicefF6Rg/qF3tNTIjNqcXK8XCCSHhgW7xVrt27VBZWWlkXwhRRc+Ejqhh99GPuR4GgBpKBrWL01U1WLGrAEO7pOGf13TCA3O3CO3bhRGrMl3oTd/vXnt62tLdioZVo+goDOmU6lc/3RE1OGet2V/7/7SEhri2exreW5srJFKrcTgxfeE2PLH2Pxif9blH+/ZPfo3qqGj8XG9c/BXBBRK9faXRSQghJBKgT0MIIQQID/9naJc0DOrQHJ9m5eFgUTlaJcfh9v6tEdPA+qWz/BG0aBXfaQ32aPGpA5FVKcpuw8ujuirOL708qmvIiJ+sFHwLBIHIGJe1/7hwu8s6nK37OMQa0J8hJHwQFaXrtTcCYafURzRj1tTF2biqi3xlHC19ytx/rNYm7N0qCZsPFnvYiCt2FajaHiLZoerbgnpKARb7EOMfLT2DN1fuxezbeqF/22aocTj9En7rianK2WezGv+G3o/c6f2BZ58FnnlGVrTlQvR+cDF1eEeMHZDu0d9Qis0RQogedIu37rnnHjz++OPYvHkzevfubWSfCPGJ3gkdUcPuRLmYKt8dl0E9aeEOn6seS8qrag0Gh0NrItA6RARoakaYaFrcDQcKASeQdeA4co6VYWNuEYrKxCYBjK6tLZLdzFcf3l2b6/M91z6e/jobgzo0R0wDO448NhEL338XzU6X1ra7/69P4bsLLvbYp+u89IrggkEo9ZUQQggJBvRpCCGEhAu+5kzeX58bEiIYfwUtouI7rcEerT513/RkoaxY/mRVAqS5qHdu6+UjU0Msnr22s+WvtwsrB9+0Bjq1tDc7U9576w4It6N4K/ShP0NIeCEiStcrejc7+6Ov30LRxAqFZZWKcaW+6clIjo8RilO5l5e22wD3sJycneZuewzplCqUHcrdFnQ4gIfmaS8FqLZfl42p107WE1P1ZZ+N2L0Ws5a86t34r38Fvv5a+Ny0Zp9NaRLrlWiC8S5CSLijW7z1yCOPYNOmTfjrX/+KWbNmYeTIkUb2i4QRRqQ/92dCp296sql1oYd0SsWzS3b6fM9lMEyWEXeJoiZAEzHCRM/t3v/8jPLKGt19NbK2tkh2Mz0UllVi9JOfYPHMu3Dun9uONk7GM0MewHfnX+zzM67z0ltTPhiEUl8JIYSQYECfhhASzkRSKbJIx8oiGFHMFrToCfaY4VMb9Q0M9XKfVg6+ZWTnaxLG6QmMmnn9SgTmP7W0I9aG/gyJBCLNplUTpesV86jFWpw+Pic69nK/hWP6nOvVVg6luFKU3YYXRnbBuHnaKtvUz6cgF6Nztz2aNIwWzg7lsgWnLM42LHblvl+XjanHTtbjH9S3z0b/sgKvLZ/ptW/HrFmwP/SQ5vPSmtWtfnvGuwghkYBu8dYVV1wBAPjjjz8watQoJCUloW3btoiPj/fZ3mazYdWqVXoPR0IUI9Kf+zuhE2W34c4BrTFj5T7VY+lJCftTbpHHhI6vPvpKfyqCyGoHUSNM9Nz8EW4BxtfWljNMdeN0Ys7CFzBkv2ed8CF3v43Sho1lP+Y6L7015YNBKPWVEEIICQb0aQgh4UqklSKLZKwsgtGKmYIWPcEerT71T7lFqgv3inVkfZcjlMt9WjX4lpGd77MkZUFpBR6YuwXv1At0+iOcNOv6xTQQ+76ItiPWhv4MCXdo0/pGr+hdqZJMYly0x2vRsVf6LZyxch/iY6NQVqEec0ppHCv7Xo3DiaT4GAzqcBZW7zmmui89uGyPrJxCzZ8VrVyjFXdbVIudrNc/cNlnf9v8DZ5f+a7XZ58YNgFfdb0C84f2Q38d5+PK/qYW55OLizLeRQiJBHSLt3744QeP10VFRSgqKpJtb1OpdUvCD6NWfhoxoTN+UHt89GOe7CSaPylhzTIEREoDaDHC9JQg1Npff9LqKlHfMN139KRH+ltRRmWvwhtLZ3hsm/6XsXj3ohsUP5ccX1fWIBi14fUSSn0lhBBCggF9GkJIOBIOWZiIOFYVwejFLEGLnmCPVp/a6gElK2UuseJY1TicmLRwh2KbSQt31AY6rSqcvCC1CbYcKhFqR0If+jMknKFNq4w/ovcSH3GykvKq2nEFIDT2Ir+FDQR/A5/4fJvPLJe+RGRGVmnxxrw9a6W+LSpqJ+v1D5r+6/+Q96/pXu0fG/EEFnW+vPa1XvvMPfub2ij7iosy3kUIiQR0i7fWrFljZD9ImGHkBIYREzpRdhteHtXVp1EgIpJSwixDQKQ0gFYjzIwShID/YyiCu2GalVOoSbwVU12Fvf93ncc2B2zo+thnKIuNU/38dT1a1p6X2bXhjSSU+koIIYQEA/o0hJBww6piAmIeVhTBWBE9wR6R7ABpbj61lQNKVstcYsWx2pBTqJo57UR5FTbkFGJA+xTLCidbN5PPKq+nHbE29GdIuEKbVgytonfRcXU6nUJjL/JbWHK6GiO6peHbX/IV+3a0tMJLlCcn4HO9vntAazSKaYBZa/Yr7lsL/duk4Ksth4WSINgAJMVHo6hMW+WdtISGOF1Vg5LyKlPiNpr8A6cTePFFYOpUdK73/p03/BNr2vbx+pw/9plapR0l+5TxLkJIJKBbvHXZZZcZ2Q8SZhg5gWHUhI7eVLJqmJXR6vUbumNA+xTFNlonaeXGIDEuWnWCSgl/x1ArWsa889Ec/OezqR7bXr5sLN7pp5xty53BnVJr/6+3prwaZqyANauvhBBCSLhAn4YQEm5YVUwQblgpg1GgRTBWOnct6An2RNltuLZ7Gt5dmyu732u7p1l+sZdc4DM/iJlLrDhWWQeOC7cb0D7FssLJ6iqHoe2ItaE/Q8KVSLZpzbS1RMdVCVebGSv2QjRFwJBOzTGsSxqmLM6WLTHo2tNTX+/AoA7Na/8vdwQbgGXZBXh9dHdDxFsu26OfYBIE1xV5YWQXTFu6W9Wmef2G7jheVlF7TVfsKjAtbiNk9zud6DNzGvCxd3nEiUMfwWfdr/TabpR95p41rqDkNIrKKpHcOBapTZXvd8a7CCGRgG7xFiFKGDmBYeSEjj+pZOVwGQwPzN2iex++OF5WodpGzyStrzHYeKAQb67ap6l/yfHRmDqis6pBZQYiRtrDnRvjzvuuQZOKMjRwShNShY2aou/4T1FjjxI6jty9ZbQQ0MwVsGaJFgkhhBBCCCHWw6pignDCahmMAimCsdq5a0FPsKfG4cSS7cpZIpZsz8c/hnZElN1myYCSUoYNQOpjMDKXWHGs6o4s1s6K2cMAYPEvR4TbPTS4vcm9IYQQfUSqTWu2rWXkeGkRTJ3dpCH6t22GhEbRuPWDjYpti8qq0GvaCgDAqYpq2Xa1QjMn/E6uUN/2UMsOBXjGV+x2m6pNUz9Rg5lxGyX/wOZ0YHrGLIz55XvvD2ZmIqNpOj6TiXU6YZx9prdUOuNdhJBwh+ItYgpGTmAYPaGj1yhQYmiXNEwY3B4zVmoTQCkhMjZ6J2ndxyAjOx8zNQi36lYUdEVSfAz+OCmtcAm0gEvJSHtz01xc9MrHtdu+7TAQz11xH441TpLdn9Z7yyghoNwK2Pr14/3BDNEiIYQQQgghxHpYVUwQLgTCf9NKoEQwVjx3rWgN9qhlpwC8s35YLaCk5xwChdXGqn/bZkKBaNc4WTF7GABU1tQY2o4QQoJBJNq0gbC1gjFeqU1ja38LRRIWAMqirfocL6sQypSlREKjaNw5oDWGuFVgqR9TSWkcCzjhkT3LZV/rtWnMitv48g+ia6owa/EruGrfBu8PbN4M9Ool/T9beeGCFWC8ixASzvgt3srNzcVnn32G7du3o6ioCFVVvkuv2Ww2rFq1yt/DkRDB6AkMq03o+KJ1Srwh+9EyNu5GmC+c8EzhXx+1FZi+SIqPxvW9WmLa0uCvtq1vpLXKz0WPYQM92nzcawSeHfKA4n5u6NUS6/cfR0FpnfMgcm/5KwQUrTFvxApYM0SLhBBCSLhAn4YQEi5YVUwQDgTSf9OK2XMmVj53rWgJ9hSUimWnqN/OSgGlgpLThrYzGiuNVb82zZAYF40T5b7tQABIiotGvzbS3Io1s4cBbc9qjLxC9evZ9qzGAegNCRT0Z0i44bJplQTIaWFk09Y4nJi00HeJQCNtLVFfwel04mhphe5MVu6cqXZgxa4CDO2SZop4zJXVSy1Tli9cv98nTldhxsp9WLDpNw/bWUtMRa9NY1bcxuUfvPj1dvzzk2cwOGeTV5s7x72Fmx68rvZ8XTa/HFay+RnvIoSEK36Jt1577TU8/fTTqK6uhs0mPaidzrqfc/dtrv+TyMCMCQx/J3TMrBUOGLNqQc/YDO2ShvsuTce7a3N9vv/e2lz0PC/J52StyArM+hSVVWHOujyv7cFabRtlt6F/ehIQ5V0Kse+4T/BHE3UD7ssth5HatCEmDD4frVPiAjZZKFpjPhgrYAkhhJBIgT4NISScsKqYIBywuv9mpgjG6ueuFdFgT9EpsewQvtpZJaBUVFZpaDsz0DpWZs3vRdlteHlUVzwgs0ASAKaP6upxLCsuNr2qcypW7Tkm1I6EB/RnSDgSZbfh2u5psjEPQHnRujtmx4WMYNbqfYriYaNsLVFfAYBfmazcKSmvqo0bDemU6neJQxf1F6X4soWPn6rAw/O3yu7D6Cxn9W2aGocTWTmFft17uu/f06cxdOo4DF20yOuty+57DweTWsAG4Ae38xW1+T/OzEVKk1jLfp8IISSU0S3eWrZsGSZOnIi0tDRMmzYNb775Jnbu3IkVK1bgt99+w/bt2/HBBx+gpqYGL7/8Mrp162Zkv0kIYMYEht7JL6NrhfsymNRWLYigZ2xqHE4s2a6cylRODW9kjXMjV4BoMki//x646iqPTc8Mvh//6X2NpmMeLT2DN1fuxezbegVsglV0/I28ToQQQgipgz4NISQcsaKYIBwIBf/NLMFQKJy7GSTHxxjaLhgkN441tF2wycjOx7NLdnlkO0tt2hDPXmvMs21olzS8c1svr2MozSHqFU6aJSY4eUas1JRoO2Jt6M+QcEUk5rFkez7+MbSj4rPT6LiQGdQ4nPgoM0+orRG2lqivoCeTlS/qx42UKslo3e+YPucC8P5NHdGtRe19ER1l8zoPuw1w+AjiGRnjMuLe07WPU6eAQYOATZ6Zts40iMGIO97E/pTzarfVP1/R+2va0t26z4kQQogyusVb//73v2Gz2fD5559jwIAB+OijjwAAV1xxRW2bKVOm4Prrr8fUqVOxaZN3SkYS/lgh/bnRtcKVDKapwzth3Dxxw9MGaZJvyvCOSE1opGts/FkBa3SaWi0rQOQmqYQN0qoq4I03gEmTPPbb5bHPcSo2TlffA532VXT8g1GL3p1QWJ1ECCGE6IE+DSEkXLGCLx5uhIr/pgVRXy8cz12E1IRGhrYLBqlNxa6JaLtgkpGd7zMrVkHpGTwwdwveMSgTvJ7np1bhpJligsRG0Ya2I9aGVs8AGAABAABJREFU/gwJV0QqhqjFIYyOC5nFT7lFOHFaPuuWO0bZWiK/de5tMvcfw6w1ObqP5x43conHnvp6B4rKxM5bjhkr9+GjH/MAwCNzmftvav1zPX6ywkN8pNRXvYsijLj3NO/jxAlgwABgl2fZw/LzO+KyIZNxrLHvEqPu56vn/rLa94kQQkId3eKtzZs3Iy0tDQMGDJBt06xZM8yfPx+tWrXCc889h7lz5+o9HAlhgpkq3lWj2aha4UoG0wNztyAxTtvEhxNAYVklco6V6Z7s82cFrBHZwvT0SW6S6truaXhvba66Qfrqq8DEiZ6NPv0UWf2vxqk5G3T3O9ClHkRrzLtS/waDUFidRAghhOiFPg0hJJyxStm2cMHlvykFEtOC7L9pQYuvF0jf1UqLh3q3SpLNzODCbpPaWZVwuW9rHE5MWrhDsc3khTsMW4xn5vPTbDHB8TKxcp+i7Yi1oT9DwhV/s34aHRcyE9FzTYyLNvT3WuS3ztWmb3oyvtpy2O84kutch3ZJw6AOzdFv+iq/Szf7KjdZ/zfV/VwXbzusqa9aMeLe07SP338D2rWTkh2407o1sGkTVvxegWMLtqn2+4+TZzCiWwvN8UKrfZ8IISTUsev9YGlpKVq2bFn7umHDhrXb3UlLS0OXLl2wZs0avYciIYCrdvPibYeRlVOIGqWZrQCiJSuVGmoGE+DbUBRh1pr9uHnOBlzyympkZCunA3b1xTXex0+KTbb4Us27apwDdTXNjUBJoe+apKp/XQpKzuBdH8ItoG58Z/13HWCzeQq3Pv4YcDiA226rnZT091xW7ipQfN+o+11p/N1rzAfL4FW6Vg/O3SJ0rxJCCCFWhj4NIYQQUaLsNlzbXVlQcW33tJAIWGj19QLlu2Zk5+OSV1bj5jkb8OiCbZrmScxg88FiReEWIAm7Nh8sDkyHdOC6djb4vnY2BHfeQZQNBwpV59yKy6uw4UBhgHqkD7W5RSek4Kc/86o7j5w0tB2xNvRnSLjib9ZPI+NCZiN6rndenG7K77V7rCNz/3Fk7jvuFfcwKo7kfq4xDex46bouPm0Uf3H9ivr6TTU7o6wR957IPmp+PwxncjLQqpWncKtLF6CwEMjNBVJSNJ2v3utspe8TIYSEOrrFW2effbaHE3D22WcDAH799VevtqdOnUJhobWdZ6Ifq02uuePvCg13RFL1+ouIKKb+eE9buhtKNrsNyqsoXWlqUxM8jbjkeO3p09WOJSKAk+PVpW/i25dv8ty4cydwxx2SoAvGOREfZObJXgOj73e58U9NaBjUVLMi18rfCUVCCCEk2NCnIYQQIkqNw4kl25X9viXb8y3vI+n19cz2Xa24eMjIOaVgYtV5By1k5YjZYKLtgoWWMmB6+b2o3NB2xNrQnyHhitoibbU4RCj9hossSE+Mi8b4Qe1qXxuxuLzG4cTMlfvQe9qK2ljHre9vxK0fbPQZ95CzJ0SQu17+7FMNOUGRv/eWHK5rslzQZlW695SSC5xTchTrZ9+Jn96+Aw1KTtS90bUrcPIksGMHkFzXd63n6881scL3iRBCQh3dZRPbtm2LLVu21L6+6KKLMH/+fMyePRt9+vSp3b5q1Srs378f6enp/vWUWJJA1Q3XmzZfVFW+7+gpZOUUKu43EIaHWopRufGWs81FV8D6qnHeu1USLnttjWbBmtKx9AjgLj2wGf/54p+eGx9/HPi///PZ3mVc1i//oBVf18Cs+12kxnyg0bJChKVYCCGEhCr0aQghhIiiRXRhZR/JH1/PLN/VqqWNzM7MEEisOO+gDS3Fe6xL/onThrbzRZFgOUTRdsTa0J8h4YprkfaDc7fABs+nu0jMI5R+w5XO1cXLo7rWnquW0tdyZGTnY9LCHapZLevHPdztiZW7CvBBZp7qseSulyvmV1HtwOujuwNOqaRvSuNYPPTfzThxulroXNSoH9dzjfcDc7d4tdWbUdbXNVFD7t6rcTjxtY/Sjq2LDuOHOfd7f2DwYGDJEqBRI5/70/Ndqm83Hj9ZgWlLd+s+J0IIIeLoFm8NHToUa9euxaZNm9CnTx/ccsst+Oc//4lPPvkEe/fuRf/+/XH06FF8/vnnsNlsuP32243sN7EAgZpc88cYdanK1Wo0z1qzH7PW7Ffcb6AMD7mJUqXxdmG3eQq5UjUY7b5qnMsZsb5Ijo/GS9d1VTyWJgGc04mMD8ejw/GDHps3bdyDPn0v8GpeX+D3v79fjs0Hi/HHyTM4cKwM/169T7XcgTv1r4HZ97tIjflAInqtVu4qsFS/CSGEEC3QpyGEECJKKGVwUMLf8zDDd7Xq4iG1OSUbpHkXrZkZgoXV5h1ciCzY7N8mBbPW5Kjuq3+bFLO6aQhbfxMrsbn1t2KM6n2OrmM4nA5D2xFrQ3+GhDNyi7RFYh6h9hsud67141VGLC7PyM4Xjvn4inu47In+bZuhT3qyV59FYlRKMb8B7VLw8vXdhPuohlxcLzEu2ku8lhAXjZdHKce46tstxWUVeGjeVmH5uNq991NuEYrK6vp1wbE8fPfheK92X/QZgVFrv0RUw1jVY+r5LrnbjTUOJ95fn6sYZ9WTrYwQQog3usVbN954I/bv34+iIinlZEpKCj777DOMGTMGP/74I3788cfatjfccAOmTJnif2+JpQjE5Jq/xqjIqgXR/YoKweRIjo/2MLrUqD9RKrLK1+EEpg7viJQmsYasohzaJQ1XdDgLq/YcU207dURnVcdAVADXpvB3vPTdLA/h1n96DcfsGyZg/YXn125zGcordxXg622HPcbXZeyP7NESWTmFmLlqn9Cx3XG/BladTDYL0Wv1QWYe+qQnh0SZBUIIIaQ+9GkIIYSIEkoZHJSw4nlYVRjnb9YPoo7ogs1+bZv5DLK6kxgXjX5Bmo8RrRgQiPxhjWOjAahn1ZLakVCH/gwJd/RmjgzF33C1czVicblrH1rQmpW1d6uk2kX1vq6XaMzvndt64dklO1FQqi9TpJxISu74AFCikonMl91it4n/bovcey57d/C+jXh/4TSv97/u9Bc8OXwC7hjYVki45cKfLKzu3yc5ru2eZqnvkxb0Vn4ihBAz0C3eSk9Px5w5czy2XXnllcjNzcXy5cuRl5eHRo0aYeDAgejVq5ffHSXWw+zJNaMyHWkpo6e0X61CMBcuI9GVCSpz/zGh1YLuE6U1Dicy9x8XOl5Kk1iM7NFSsHfKZGTnCwm3AKDoVAVqHE7Fa6EmgGt65hR+mTnGY9vRxsn4y33v4Ux0Q8x2M2rVUtG6G/sV1fpWE7pfA6tOJpuFFrFiMMpXEEIIIUZAn4YQQogooZbBQQ4rnocVBWUu/Mn6QZTRsmAzym7Dy6O6KmbhcC8pFUi0VAxIbxYvtE/Rdr5oe1Zj7Co4JdSOhD70Z0gkoDdzZCj+hiudqxGLy0USBMihJSur3PG1xPzqi43yjpfjzZV7a9sqoVSqUa26jVysQ85u0VLtReTea/vrNuS9MsJr+7zuQ/H0VePgtNkBAEM6pYof+E+i7Db0TU+uHdOfcouEhUpDu6ThvkvT8e7aXJ/vv7c2Fz3PS7Lk90oJI8qQEkKIkegWb8mRkJCAMWPGqDckIY/Zk2tGZjpyN/TUxFNqKwl8GfxJcdEoLq9SXMUR08CO/m2boW96Mr7cfBgFpb7Prf5EqdZ62UZNZmpdhTFt6W68vz5X0ahRqid+78aFePqHD2tfr23dE08NHY/fE5oLpwd2x93Yf310d+HzcJEcH+0xWW3lyWQzULpW9QmnjGOEEEIIQJ+GEEKshFVWQodiBgdf+HseZlwPKwrK3PEnUwHxjZ4Fm1sPKZcc3HqoOOBBNq0VA27v3xovLtutGOi126R2eomKshvajoQm9GcIkQin33DRReOZ+4/LnqM/C8+NiHtojfnVL90HAB9l5uLE6boMWUlx0XACHtk564ukXPZr5v5jQsf/ODPXo7oNAFXRlxK39TsPw7u2UL73Vq4EhgxBl3qbv+p8OZ4Y/jhgq/uc3hKF/giVahxOLNmer9gm1Bb5G1GGlBBCjMZw8RaJHMyeXDM605HL0BNtX1B6Blk5hV5GvVwq2Nk/7MdHmXkehqMvJf2KXQU4U13j85j1J0pFRErunzVyMlPPKgwRo2ZolzRMGNweM1ZKZQzbHzuIFR8+5NFmR/O2+NuNz2P8oHYY0O4s4fTA9XEZ23BCc8nLF0Z28TAyrT6ZbAZDu6ThrgGt8WFmnmrbcMk4RgghhBBCCLEOVlsJHYoZHHyh9zzMuh6hIIzTm/WD+EZr8Lay2oE563xnenAxZ10unriyA2IaBEaUpEeAFtPAjnsHymetAIB7B6b7dQ5pTcWC66LtCCEk1AmX33BR8dSsNfvx1ZbffdpnegRYRsY99Mb8fNmgiY2iceeA1hg/qD0AyAr0tCZHAKREBS7SEhpiTJ9zdWcsA6SMmrL34MKFwPXXe22eefHNmHHJLR6iLRdTh3fUbBf7K1QyMtmGFTCq8hMhhBgNxVtEN2ZPrpmV6Ui0/bRvd6KorE6I5T4h6W7wZ2Tn47LX1vgwHNMxflA7oXretZ+Li8b0UV0xtEuaJpGSr/H2dzWsHjGOq69Pfb0Dgzo0l51sap0ipX/PnjEajStPe7z3l3vfRV6yVPaxffMmXoaeHlHZ8bIK1Zrc7tx/aTqGdWvhsS0UJpPNYEinVCHxVrhkHCOEEEIIIYRYA6uuhA6XDA5az8Ps6xEuwjgrY5UsdoD24O2nWXmqZYkcTqnd3QPb+Ns9IfQGMScP6wRAEpu5n5PdJgm3XO/rJblxjKHtCCGEWAO1xeXuyNlnWvYBGB/30BPzk7NBS05X4c2V+3BBahMM7ZLmUzCkJTmCHAUlZ2oTEeilqLwSNQ6n5xh+/jlw001ebSddNR4LegxV3F9SfKym4xshVDI62UawCTcxGiEkfBASb0VFRQEAOnTogJ07d3psE8Vms6G6ulpj94jRGD1RY+bkmlmZjkQNVHfhFuDb4FU2HPfigtTGtZOhBSWnMW3pbsVjniivgsPhRI3DiY8zc4VFSvXH24jVsP6IcYrKqtBv+iq8dF0Xn8dr/ft+r7rdb/Ubjdcuu0O1D3qMv7ObNET/ts183qvuNI5tgFev74Zh3eSzhkXaZLLe76GVJoUJIYQQgD4NIYSEElZfCR0uGRxEzyNQ10OvMK6y2oFPs/JwsKgcrZLjcHv/1gHLvhQqWC2Lndbg7cGicqH2ou2MwJ8g5uRhnfDElR1MuW8T48REWaLtiHUIpj/jdDqRmZmJxYsXY926ddizZw/Ky8uRkpKC/v37Y/z48bj88ss175cQIo7S4vL6yNlnWvYBGB/30Bpr8McG1ZIcQQl/Pw8Ab63JwcIth6WxnDsTeOUVH43ewuKLR2LBgm2q+9MaIzNCqGRWso1gEW5iNEJI+CAk3nI6pZ8nh8PhtU0Ure2J8Zg1UWPWqlOzMh1pNVBd1DcGAfk61662kxfuwLNLdqKgtEL4GOPmbUViXLZHjW4lHrysLZ686gKPNLBaVsPKiWy0rsKoT1FZpffxHA44Zs9G18ce82jb56H/4FjjOvGPkjBPi/FnA5AcH4OCktPIyinEkE6pdWK60jM4frICxeUVsNvs6N+2Gfq1aaZ6P4XLKmtR9HwPrTYpTAghhAD0aQghJJTgSmhrEcjroVUYN33ZLq8MRi8u221IBqNwwYpZ7LQGb89NihPar2g7I/A3iBnTwG5KlrBtvxULtxt94bmGH5+YRzD9mdWrV2Pw4MEAALvdjnbt2iE+Ph779u3DwoULsXDhQkyZMgXTpk3TtX9CiBhyi8t9IWefye0jsVE0xl7cCn1aN8PxsgpT4h5aYw2iNujHmblIaRLr0Wc9FVzMZMiaLzH0qXe83/j4Y+AOKanB2TmFQvvSKpAyQqhkVrKNYBFuYjRCSPggJN5ydwiUthHrYvZEjVmrTs3KdOTa76SFO4RFUoCnwYs//6/UtljDvt3R0qdTFVUepRK1rERQE9noEbnVp/Z4r70KTJoE9zWEj414Aos6e67KUhPmaRGVOQEUllViwufbvc5NFDlxWyQFCLR8D604KUwIIYQA9GkIISSU4Epoa2HV6zF92S68uzbXa7vDidrtkS7gsmoWO63B2w7NmwjtV7SdEVg1iHm0RGwBqWg7Yh2C6c84nU60a9cOjz/+OMaMGYOkpCQAQGVlJZ599llMnz4dL7zwAi666CKMGDFCZW+EEH9wLS6fseJXzFqTo9rel30WzAXqSrGGMX3OQ0W1A1k5heibnixsW05burv2/64YUEW1Oc9HrbGyBzZ8iUn/+9j7jZkzgUce8dhklm1hlFBpTJ9zfZaQNLq8ZiCwqh1HCCFC4i0S2lh1okYUswzJIZ1S8eySXQC0C6ysOkGsZTVsyelKIZGNL0PaboPHqlal45UdPY6oKM+0788Mvh9zew6Dw+6d2ltNmOea4Htg7hb1DtRDq4CIGaTqEPkehvqzhhBCCCGEEGINUhrHGtqO+IcVV6ZXVjswZ523cMudOety8cSVHSK6hKKVs9hpWShWdLpSaJ+i7YzArIoB/nK6ssbQdoQAQN++fbF79240aOAZToqJicFLL72Ebdu2Yfny5ZgzZw7FW4QEgCi7DQPanSUk3pKzz4K5QL1+rCHveBnm/3QIM1burW2TltAQY/pozxDpigE9Nvh8ofbjL2+HpLhoDwGYHBMGn48Fmw6pZ/RyOjFl9fu45+fFXm/ddf0z6HTvzRjQ7iz0dTg97ASzbAt/hUq+4mTuGF1eMxBY1Y4jhBCKtyIAK0/UiGKGIekqnacHK6XKbN0svvb/oqKygpLTeCXjVyGRjS/RTnFZBR6at1V1hcHrS2fghuxVHttG3fYatrTs6NU2sVE03rq1l3DpwgmD2/tU+SuhRUDEDFLeqH0Pw+FZQwghhJiB0+lEZmYmFi9ejHXr1mHPnj0oLy9HSkoK+vfvj/Hjx+Pyyy9X3xEhhEQKosvZWc02IFhxZfqnWXmqi8ocTqmdGaXpQgWrZk1zIbpg04oCQsC8igH+4LSJPRhF2xECAE2bNlV8f8iQIVi+fDn27t2r2I4QYhzBsM/kqpTowRVryMjOx5sr9/mMw8xYuQ+JcdEoKa/S5B7YACzYdAipTWNxtLRC9rPN4mPwyBXtEWW34f31uapjOX5QO4wf1A4/5RZh5a4CfJCZV+/gTjy95gPcu2mR1z6uv/VVbD5Hygi7ek0OZq3J8ZkoQKttIXJN/BEqycXJXEwYfD7GD2oXkiInK9pxhBBC8VYEYPWJmmCh53xtAJo3jYXD6cQfpWeQHB+D4rLKoM0X223A7f1b174WnaTK3H9cUbhWX2TjS7Qz227DU1/vQFGZd+ayrvn78M1/JnhsW9zxMjx6zZOAzbcRd+J0Few2m7CR1zolXr2RD0QERMwgpQ8+awghhBDfrF69GoMHDwYA2O12tGvXDvHx8di3bx8WLlyIhQsXYsqUKZg2bVqQe0oIIdbgeJlYOS/RdsQ/rLgy/WBRuaHtwhWrip7cEVmw2Tc9GYlx0ThRLp89PykuOiilbYJZesoXcTFi0/2i7QgR4cwZaa6vUaNGQe4JIZFDoO0zM6qUiMRhXGgpV+iKAU0Y3B5vrtwn+9nCskpc9toa/POaTprGsn/bZujfthn6pCdLY3LiNMZnfYYn1831Ooa7aKs+cokCRG0LLddEj1BJ6fq4xmbBpkMYP6idTAvrEww7zkgRJCEk/BDy0tq08X+Fms1mQ06OegpPYjyhMFETDPScrxPAmWoHbn1/o/Ed0sG9A9M90v+LrLZIjIvGl1sOC+3/j5NnZA2JoV3SMKhDc/SbvgpFZX+mpXc68cryf+GmHSs89pPxbRYeXVcodDxR/L1flY7FDFL64LOGEEKIlQmmT+N0OtGuXTs8/vjjGDNmDJKSkgAAlZWVePbZZzF9+nS88MILuOiii1hmhBBCQN/CilhtZXqr5DhD24UrVsyaZhbBzCOlKEBzOoGaGulf97/KSsDhAIqLgTNngKqqur/mzesWPzZqBJw4Ie0jJ0f6f1UVUF0t/du1K+AqZde8Of5a/CtO5x1Et4J9OPtUEYoaNcX7fa7D6RjP5+VFYXDNIw2rxmicTie++OILAMCAAQMU21ZUVKCiok54XVpaamhfCIk0AmWfmVWlRCQOc6K8SrxcYT1ap8T7HB933M9BbiynDu+EhEYxWLztsGeMrFNzDNmdiTP/fB7xu3d47HfEHW8iO1VZ1KSUKEBN3C53TfJLzuCBuVtw94DWGNwp1UMYpFWoFClxskCWEDVDBEkICS+ExFt5eXm6D2Cz2eB0OmGTybZDzCeSJmq04BoXUYMvoVEDlJyuVlzlFyjsNkm4NXmYp2JfZLWFlsmsvOPluOSV1bKGREwDO166rgsenLsFLUr/wPPfz8YVOZtq265q2wdVixYjoVEMICDe+rXgJLJyCoWU5mr3tRpKk/zMIKUPPmsIIYRYmWD6NH379sXu3bvRoIGn+xUTE4OXXnoJ27Ztw/LlyzFnzhyKtwghBPQtrIqVMgzd3r81Xly2W7F0Yv1s5WGBw1En2nE6JdFPw4aSEMgl6nEJexo0QFRCAqb3bopHlh1H0ulS2J1ONKqqQHrRYTRwVCPaUYOxfVsi6rM/gDZtpP2npQG//y7to6wMWLvWUyyUkABcdJHUNj0dyMuT+lFeDsyfX9euqgpo1gy49lqp7fnnA4cOASUlQEUF8Oqrnv1NTgYeeEBq26kTkJ8PFBQADgei3nwT2+oNxeddB8PudOLXlFZoWlGGVifyUbzxbaQsW+w9bkOHSuKnLl2kf7dtk46zfr13227dpDYdOwKJicAPP0htDxzwbpuSIr3Xrh3Qvj2waJH02TMK80XnnQdcdhnw6afq17tZM+CGG4B331Vv26gR8OCDGPHGG6hvTbYt+h2PXfN3j213XJyuvk9iKawao5kzZw62bt2KmJgYPPbYY4ptp0+fjueee87wPhASyZhtn5lZpUQ0vtI6JQ7rJw6qPcfjJyswbelu1c+d3aQh+rdt9mcSgpU+q8i4n8P6iYO8xrK4rALTlnqKbc6Nj8KXa95E8zXfIQpAPAA0bgw0b451//cB/pZ1Sui8XMfXKoBSy4gFAB9k5uGDzDwvYZAWoVI4xcmskO3KLBEkISS8EBJv5ebm+tz+2WefYerUqejYsSPGjRuHjh07onnz5vjjjz+we/duvP3229i9ezemTZuGG2+80dCOE3GsmN7eCriPi5r457Er2mPBpt9Qcrpatk1yfDSmDOuEqUuyUVZRI9SHprFRKBVsCwCXnZ+CS9ufhdv7t/bIuOWO0mqLMX3Ow4yVe4WOlRgXjTdX7lU1JIae3wy5r9RNC1VENcAvqedj0j0v4+83XIihXdJQ43AKCa3e/iEHb//gu9Z3fZTuayVEJvm5ylsffNYQQgixMsH0aZo2bar4/pAhQ7B8+XLs3StmpxFCSLhD3yIAuLIBVVdLGX7sdiA6WhKdnD4NFBZ6inD+/ItKS0P/mhog3gYczgE2FwC//CKJhyoqgHPPBeLi6rIHnT4NtG0L7N0L7NsHZGRI7SoqpIxBKSlS23btJPHRRRcB27cDmzcDK9yyejdpIgmFqqqAHj0Qk5+P99r1wZn1G3BJ3lYknpEJkq3oDezfD9xzD7BuHfDTT/JjEh8viZVuvlkS7OTnq4/jZZcB//uf2Jiff740DiI0aQKcPCnWVoW/ALin/014JOsz3w2W1Xv9+OPA228rC5Bc3H8/8OWX0v0ix3ffSf/edpskBDt0yHe7wkLgxRel/193HbBnD7BbPjB7446VAID/pfdC0ulSdCvYD8g1z8iQDnHsBKKjG6Dppiz5/v7yi/RvTAyQmirdP3IcPy79e+KEdE+Xlcm3deFwSN83NeLiJEFWfDyQlCR9xtc4x8RIgrCGDYG0NDg7d8avf5Shw7G82iYZ51/s8ZHoKBufnyGIFWM0W7ZswaOPPgoAeOGFF9C2bVvF9pMnT8bjjz9e+7q0tBTnnnuuoX0ixIUVxBqBwszMQWZmX9ISh3E/xxqHE++vzxVe6LH5YLFP4ZbcObiOk5Gdj4fmba09RoOaavzjf5/gvk1fe+5g6lTg0UeBZs0wEMDstt7ZldTQIoBSuybu+CMMCpc4mRWyXZkpgiSEhBc2p9OpK6v0ypUrcfXVV+PRRx/F66+/Ltvu73//O958801kZGTgiiuu0N1RIyktLUVCQgJKSkpUAynhhBV+oKyIr3Fx4RqfhEYxuHnOBtV9PT2sI15cpq74d9Eo2o7TVQ7Vdsnx0Xjpuq6K16m+M9K7VRI2Hyz2cE6+/eUIHl2wTahviXHRslnGXMZvZupvsN91Z+12R4MGWPPZCsR17+rlDLlU5YCY0MoGCBmUStfP1z4hsN8ahxOXvLJa1fhfP3EQDSkf8FlDCCH+E6n2aqCxik8zffp0PPXUU+jZsye2bNki9BneI4QQS+FeFsyVZbCsrO7PXQT0Z0YgJCVJGX5iYiRRz9GjUpYdt3Y7847jyz1F2BZ7FvamnIey2DgMLdqHh84Dup7ybIuqKqBpU2DAAOCSS4Czzwa+/hrYuhX48UfPdlVV0vFHjQKGD5dEQR98IAlLlizxbOtwSCvpH34YuOkmoHt34P/+D1i6FFizxvd43HEHcNddwKWXAs88A3z2mbxoZ8gQYNw44K9/lUQz778vL9rp0kUKDN1zj5ShSCkbT0ICMHEiMHkyMHYs8Mknytfw8cel87rnHmksSFjgjI1FhQOY3fd63L1pEZw2GxIqZARGrVtLAqE77wQWLpTESMeOSX/16d8fiIqSsmplZQGlpVLmrSwfoqjrr5faDhwoCaGKiqTv1X//69324Yeltt26SUKlY8ek19OnAwAcsKHaHoUTjZrgowuvhcNmw6GEVEQ7qtGsvAR/G9AW6d98Jj2LoqOBBg1wHNF4u2U/FJ2pQWFcAqrtDdDGdho39G2Fnrt/kp5df7ZFbCxw1VXSODRtKomnSkqk1zt21LV1te/eXepfw4ZS2/Jyqe2xY3V9cLU9+2ypbVSUtM3prBNxNWggJugSYN3eY7j9QwWR4p98eldfDDz/LEOOKQftVfMJpj+Tm5uLAQMGID8/H7fccgvmzp2rObMX7xFiFqE2P21lodnibYeFYkozx/TAyB4tNe3bnziMXLzJVwxIzzm4+pZfcgbRNVW4fscqjNvwBc4rOVrbvqJBNBrs3Yuo9NY+z+2n3CJk7j+OWWsUhOB/Mv/efsLiN9HzcaE3nhUOcTK5bFeisUKjyMopFIoxa7kPCCHmEwxbVbd4a9CgQdixYwcKCgoQFRUl2666uhqpqano3r07Vq1apbujRhLJToGVjcBg4hqXgpLTKCqrRHLjWKQ2rRsfUWPo/LMbY+8f4ilRRZlxUw9c11Pe8BV1RkQNhBt6nYMvt/wu+35a6TFkzb7T+43qamkSSoZlvxzB04t2oLhcPoOZx3EEDb/Kaods2lt3UpvG4tlrOwsZY1qMf+INnzWEEOIfkWyvBhIr+DROpxO9e/fG1q1bMX78ePz73//22a6iogIVFRW1r12r1HmPkLDE6awLaldXSwKC0lIps099EVBCgiSsOftsqc3Ro5IQ6MwZb2FP69aSWKhLF+CPP6SsLj/+KAll6rft1k3KkjN4sFQ+bP164NtvpYB8fRHQgAFAr16SYOfgQUn08Omn0v/r93fIEClTz9NPS6XG3npL+jt92nscWrQARoyQBDoHDwJPPQXMmyc/bkOHSoKiI0eA22+XMgfJ0a0bkJkpCasuuwz49Vf5tikpQHa2JGo47zz1bED790vZl2JjldsBUoalbt0kIUO1sp+49pPFiB4wAP16tYGttFR5vytWSNeuRQv17EmLF0sClPbtlTPsANL433wz0KOH1Hcl3n8fuPtu4OKLfQta3HnzTUmUNWQIsHKlctuXXpIEWX/9q9R3JZ5+GnjhBeDWW5XvHQCYMAF44w3gvvuAOXOU2wKSsEXtOrjo0EH6vokwaBCwerVY21tvBVatkkR/clxwgfRde+QRKZuXr303biyJZy69VMoKdccd0r2wapVnvxs1kjKDNWgA9OwJHD4s3TtHj0oZvdavByoqcNoWhV/iU7E96TxUR0UhL7EFWjvL0PvmEbjorBhJyLd3r3TPx8ZKz6X0dOl70Lw5cOqU9PypqpIyOxUXS9nRYmOljFzNmklt4+KkZ2XTptL7gNS3qKja1+ESKNIbPLRKwC6QTFiwFV9vO6La7roeLTBjTE9T+0KfxnyC5c8UFBTgkksuQU5ODoYPH46vv/4a0dHRmvfDe4SYQag9+wMhNPNnrt5MW6LG4cSs1ft9VosRuV4iY1fjcOLjzFyhMovu55CVU4ixs9finyvfwy3bM2rbHI9LwNYWHfDUVQ/hWONk1fM2QgBV//o5nE7c+v5G1fNROj9RQjlO5i7A80UgxWdmiiAJIeYRDFtVqGyiL7Zs2YILLrhA0SkAgAYNGqBt27bYvHmz3kMRAzEzfarRBFL8oTYuomk/zRBuAUBqU/nja6mT3Dc9WbV8YWrTWDRpKP+9/ubjR9H1aI7nxs2bpWCFAhnZ+Zi2dLewcAsQT7erlvbWxf/d2AMD2qUIHVup/KRVV+hYiVB61hBCCIlcrODTzJkzB1u3bkVMTAwee+wx2XbTp0/Hc889Z/jxwx7XWiWbTRL+VFZ6ZwGqqpLaJSUBiYlSMPzIESlg/ttv3uIbAOjYEWjVCjjrLCkTR24usG2btwAIkAQknTpJZcPWrpXaf/+9d9uaGinbSZ8+kijg228lYdEnn3iLhaqrgUmTgL/8Rdr/ggVSWaqPP/Y9DrfeClxzjZQ16MMPga++ApbVr5P1JxddJLV/+GFg9myp/c8/+27brJkk9HjpJWDmTOBf/wIOHJC/HnfcIfXxjTeA555TFn4MGSKN01tvAQrfDQCSeGr9eim70X33Kbft0UPKxLRypXSeSrRvLwksfv5ZEuzIsXmzJBK64w5JOOZWDsiLFSuATZskUc2RI4BClgwcOQJ89JEk3jpxQl18k5Eh3UdnzigLtwCpLFh1tZT9Rkm4BUjfhZoa6XskUsZNtCRYw4Z139HkZElQJ0ebNri0c0ugbTPp+7dRIVhxySWSmAWQxDifyZSKA4DRoyXhDFAnhtq3z3fbRx+VBDWA9F1dvVrK0uXClV0nMVG6Z/v0kbZPmCD1aelS6X33TDxxcVIpuQsvlNpOnQqMHo3DS1diy+GTKK0BquwNUGOPQmyjWJz/t+vRd3Bfqe306cD48cCuXZ77dP2/c2dJ1AgAM2YAzz4rjbGvtsnJkjAJkL5zLiFxdLRh2YDMwmqZNRQDxruB2b17YuiwYQHrj2gJHi2leoKBnlKqkVqeprRCfX5MSztibYLhzxQVFWHIkCHIycnBZZddhi+++EKXcIsQMwi1Z7+W2I4/x/DHVlKLKdUvUehPv9wRicMM7ZKGIZ1SZeOIWqq2JMdHo3erJOlFeTkaz/431r77bzQ/VVTb5vlB92Jej6twJrouXqdmQ/lbDt7XOaQ2jUViXDRKyquEqtyI9tUXoRwnM7Pkp1bCpQQlIcR8dIu3nE4ncnNz4XA4YFeYyKmpqUFubi50JvgiEYrVJt9ERE9moGb4anVGouw2TB3eCePmeZfjcZmGz4zojCmLd3i9n1Regq3/9gxunOrWE423q5f2kXNCRBAxKEWNzuOnKtQbuaFm/BNCCCEktAm2T7NlyxY8+uijAIAXXngBbdu2lW07efJkPO4mCHFl3goaNTVSRpkFC6SsSL4YMULKJtO2rVSWTE4sBAC9e0tlurp3V89Sk5YGzJ8vZQvq2lXKCKTE119LooyuXeXLlrmYO1cS9IwYIQl8lHjvPeDee4EHH5QyGMnxr39JYqUJE4AXX5QESXJs2CBlyenZUxJNff21fNsXX5REMoMHS6KQuXPl2/73v1L2pJtukkQvStdi40YpMxUgiVjkhFuAVNIqL0/6//HjysItQMoeA0giOrWMPY4/y8uLCEdcAUtXVholgVFqqvRvQoKUkUdJuNSjh/Tv2WcDl18uXyIvPh5wiTHS0qR7yFc5MEDKQHTNNdL/W7YE/v53SdDmXpbMbpdEM5dfLgn0AEkc9sYbwPLlUmag+gKcnj2Bvn2lz6amSt/Nn3+WBGD127ZpI13j+HhJPLR2rSRALCz0bnv22VK2rbPOksZ5/37pOpaX17V1/cXFScKlJk2kfpSXS9fRZpPej4qSv55Hj/re7osN6iv/a1mwQPoT4bXXpD8RHn1U+hNh9Ghg9GjUvPyKum956aXISG6PBw+0hLOj51s2ANgPzO4Xi6GAJGLr2FF6Bqhx9tnSX/v26m1DKAAfiICnFqwYMA6nQJHW4KGVAnYBRdRe5Vx9WBBof+bUqVMYNmwYsrOz0adPH3zzzTdo5BL/EmIBQunZHwi7wQhbyV/xkZZ+uZgwuD3GD2ovtE+5ReRaY1JFZVUYNfVLLJz9AGJKitH1z+2Hm5yF/7XphZf/cidKGzb2+pyIDaVXACV3DkdLK2q31b8mSui190I1TmalRQxmiSAJIeGHbvFWnz59sGbNGjzzzDN44YUXZNs999xzOH78OAYNGqT3UCTCsNrkG6BsoJqNu+HrKz2qFmckIzsfTy3yFmYBQGJcNKaP6oqERjGeWaycTly3cw2mrH7fo/0V976DJ8ZfA7X1okpOiAgiBqWZk5HMIEUIIYSEL8H0aXJzczFixAicOXMGt9xyC5588knF9rGxsYgVKUEWKGw2KSOUEt9+K2VXAtRLYG3eXCfmUcsClJ8vZRYCxEp2iYqAoqLqApnx8cptzz1XEqoAkrBFSbzVt69UBguQxGnbtslnGPrrX+sy+wwcKAl61q/33faee6QsWQBw9dWS2MZX5q2oKGDiREnsBgA33ACcc44kDquffadBA+CWWyQxHSBlBOrZU8pG5Ctbz1/+Utffu+6SRCRZWd77jI6WRCYu4dR990n9yMure9/9M82aSWXMAOD++6V9V1Z6tvGVYeJvf5P+RBg+XPoT4eKLxcu4de4sCemUxHQuWrUCXn1V+lPjrLMkAeCECeptGzeWhHo33aTeFpDutYEDxdoqiEy9YDC3FtEFalYU/1gVf8bKrEzvVgwYh1ugaGiXNAzq0ByfZuXhYFE5WiXH4fb+rRHTwPs33koBu0Bit4llyxNtR6xNIP2ZiooKjBw5Ehs3bkTnzp2RkZGBJk2a6N4fIWYQSs9+s+0GI+1KI7MvqcWLbAAWbPoN4wcJLDrQeYz6ND1zCv9c+S6u3+m5WOel6x7Hx20HojLKe3GDVhtKqwBK5PolxEWjYYMoFJQq389G2HuhGCez0iIGM0SQhJDwRLd4a+rUqfjhhx8wffp0rFq1Cg888AA6duyIs846C8eOHcOePXvwzjvvYOPGjbDb7XjmmWeM7DcJU6w8USlnoJpF04YN8OoN3WoNX1+TvYmNxFbE/nHyDDKy8/HAXPksWcXlVbVtXQza/xM+/Or52td7m52HT3qPwH97SpKth+ZtxWy7TdE4V3NClEgTNCh7t0qC3QY4FKxxuw11aW8JIYQQQhA8n6agoABDhgxBfn4+hg8fjo8//hg2W4hN0NhswCuvSBlwfv7ZU1QTHQ2kp0vCmPPOk9p/9BGwc6f0V1/Y07y5VFKsc2ep7aJFUmahvDxvUU/TplIJwjZtpLarVklZgHxlDGrYUNp3QoLU9qefpDJxNTWe7Ro08BZ2rVsnPhbz5qmXs3MhKtQBxIU6gCS4uuUWaZzVGDJE+ps6Vb1tr17S3+23q7dNT5f+XCIxJZKTpb927dTbxsRIf2qCOkIsipYFalYU/1gVvWNlZqZ3KwaMwy1Q5Ov6vb8+1+f1s1LALpDEx4pN94u2I9YmUP5MTU0NxowZg9WrV6Nt27ZYsWIFkpNDQ/RJIgs9z35/RN3+fNZIu8FXP4y2K43KvhQIe1c0JpVcXoI7Nn+DOzd/g6YVZbXbN7XtiV7b16NXbgnmyCR0cAKYOlybDaVFACUyTifKq/Dfu3vBbrdhxa4CfJiZFxb2nlFYbRFDKJegJIQEDt1e2mWXXYa5c+fivvvuw8aNG/HTTz95tXE6nYiPj8e7776LSy+91K+OksggEIabmkGt9L5rhV+/6Ss9s1OZwD9HdPIQbvma7D1xWqwPKY1j8cTn21XbPbtkJ/7vxh6IrapA1uw7kXy6LpPBG5fcirf7jUZ1lOdjQ01M58+kpMugVLtmmw8WKwq3AEnYtflgccRPcBNCCCGkjmD4NEVFRRgyZAhycnJw2WWX4YsvvkB0CJWoqsVmA/7xD/H2Y8aItxXNAASIiX9cMDMAISTAaF2gZkXxj1XRM1ZmZ3q3qlgoXAJFWq+f1QJ2geL6nudg0bYjQu1I6BMof+bzzz/HokWLAAB2ux2jR4/22S4tLQ1ffPGFrmMQYgRan/3+iLr9FYQbZTfI9ePqLqlC+9diVxqRfSkQ9q7aZ5uVncC079/GsL0/1m7b2+w8fNV1ED68cCSqoqIxv+C0akKHaUt3wW6HKbaU6PkfL6vAyB4t0b9tM/RNTw55e89IrLiIIVRLUBJCAodfS2zGjBmDSy+9FLNnz8b333+PvXv34tSpU2jcuDHOP/98XHnllXjggQfQsmVLo/pLwhyzDTc1g1rE4N58sNh04RYAtEiSyrD4U3bQ5YzACdXUqQBQUFqBdpMfw69f/tdj+9+vfhRfdBvi1V5ETKdnUtJuA2bd3FP4mnCCmxBCCCF6CaRPc+rUKQwbNgzZ2dno06cPvvnmGzRiWTFCCAlbtC5Qs6r4x4poHatAZHq3slgo1ANFeq6fFQN2geDi9ilC2ekvbp8SuE4RUwmEP1NRUVH7/3379mHfvn0+27Vq1Ur3MQgxAi3Pfn9E3XKfzS85gwfmbsHdA1pjcKdUxd9aI+wGpXP4MDNP9nPuBNquDIS9K/fZc0qOYuzPS3Drtgw0qq57rj3w18n47vz+cLqVFHbFkoZ2SYPD4cS4eVu99mfUAgAt56DULtTtPTOw4iKGUCxBSQgJHH7nR27RogWmTZuGadOmGdEfEuEYabjVz9ZUXFaJcfO8ywa6DKzh3dLw7S/5su+7DLBACIDcywXqLTvo7owcL6tQbAsA5xXnY+1793ps23huF4y5+SUPo9UXSmOi5oT4YtbNvTCsW5qwA8UJbkIIIYT4QyB8moqKCowcORIbN25E586dkZGRgSbMBEUIIWGN1oVGVhb/WA2tYxWITO9WFwuFcqBI7/WzYsDObCqrHULZ6SurHWgUExWYThHTMdufGTt2LMaOHWvKvgkxGpFnvz+ibpHF9h9k5uGDzDzFTFz+2g0i52BTEPMGy64MhL1b/xi9ft+Nhf/9u0ebbWnt8d8eV+PLroN9xr/ObtIQNQ4nNuQU4qmvs30ex6gFACLnUB+5cQple88sKGojhIQSLG5PTENPvW+jDDdf2Zrkjuw6ji/hlut9dwPMbAGQDZ5Guehkb2KjaI8yiu7OSFZOoeJnR//yPV5b/i+PbcPHzsTO5m2Fjq00JkpOSH3S6jlQzy4Rc6A4wU0IIYQQK1NTU4MxY8Zg9erVaNu2LVasWIHkZNolhBBiFfTMX4igdaGR1cU/VkLrWAUqY7c/YiGz7kOrI3Le/ly/SAvYvbB0p3C7F6/rZnJvCCEkOKg9+/0RdWtZbK+WmWlolzS8dUtPTFmc7VHtRcRuEDkH558GkpXsykDYu65jvDRrGaaueg9D9nuWlP3b6OewNr2XpG7zQbP4GBSXVeCSV1arXmsjFgD4gn6BsVDURggJFQwRb2VmZuJ///sfDh8+jNOnT+PDDz+sfS8vLw+VlZU4//zzjTgUCRH01vs2wiCRy9akp+yg+2ddBlhxWYVq+nG9JMZF4+VRXT3GSHSy961besFut/l0RvqmJyO1aUOv0olppccw+YePcO3utbXb9iefg8H3viN0TFFRlNzkZVpCQ4zpcx5ap8R59XnW6n2KpR7rG8U0ZAkhhBDiD2b6NJ9//jkWLVoEALDb7Rg9erTPdmlpafjiiy90HYMQQog+9M5fiKBnoVEkZgrSi5axCmTGbj1iITPvQysjet7+Xr9ICtht/63E0HYkdGCMhhBPlJ79/oiCtQi91TIzZWTnY9rS3R7CreT4GEwdrv77L9qPuwe0xrLsAsPsShHRdf02vVslYfPB4trXQzqlmmvvZmZi6Hvv4cr//hf2mprazTMvvhkzLrlFVrTlYlSvlnho3lZNMUUzKvbQLyCEkMjDL/HW/v37ceutt+Lnn38GADidTthsNg/H4NVXX8W7776LH374AQMHDvSvtyQk8KdWOOD/KkW1lLX+sHJXAT7MzDNt/42iozCkU6rHNtHJ3n5tmykayb1bJWDpDmk8bU4Hfn19FGIc1VI7mx2LO12GGVfdh9+ixcr3aBVFaZm8zMjOx4yV+4T64V57nIYsIYQQQrQSCJ+moqKuhPW+ffuwb59vO6dVq1aa900IIUQ//s5fqKF3gVqkZQryB9GxCnTGbi1iIbPvQ6ui5bzDMeO6eZnWRGctzZrdJIGGMRpCtOOPKFir0FsuM5Pc72BxWSUemrcFs+3Kv/8p8bFCxx/UoTmeGt7JkN8cEdG1rzb1kyG4PrN+4iBjfwt37gQefRRYtUo6LgDHlVdiXNoVyEjtLLSLewem49tf8jX/SppVsYd+ASGERBa6xVtHjx7FZZddhvz8fPTp0wcjRozAp59+ipycHI92Y8eOxTvvvIOvvvqKjkEE4E+tcHf0GiRaUtbq4etth02d2vBlxOud7PVlJAPAoP0/4cOvnvfYdu3f3sDO1Haa+qpHFCUyeem6h0RxN4ppyBJCCCFEC4HyacaOHYuxY8ca1GtCCCFGYNT8hRp6FxrpyRQUqWX3RMbKqqVnAnUfWg2t523V66cXMzOtpTeLR/aRk0LtSOjDGA0h+vBHFKz2WTncMzMZ8vsv+pNnMyYDpYjoGoDPNvWr2BguUP/mG+CTT4CvvvLcvnEj7H374q/Z+fhu7hYA8tLl5PhovDCyC5LiYzFnXa7mLhSXVWr+jDtKdnwkZRAlhJBIR7d466WXXkJ+fj4eeugh/Otf/4LNZsP333/v5Rj07dsXTZo0wY8//uh3Z4n18adWeH3kDBIlI8aM1KQuGkXbPdLXmoWvc9A62evLkG565hR+mTnGa98XPLEQFQ1ial/HxUThdGWNrBGb2Cgab93aC/3aeGf6MgItArw0Hw4UDVlCCCGEiEKfhhBCIhcj5y/UCMRCo0gtu6cFK2bsDuR9aCX0nLe/mfrN/P5p2b/Zmdbsgucl2o5YG/ozhOjDH1Gw0meVcF+EbsTv//FTFT63622nhKjYzOl0Co2HYQL1t98GHnrIc9v11wOTJgEXXli7Sc6GSI6PxnU9WmJwp9Ta3+7F2w7r6sq0pbtwVRd95xJoOz5SF3wQQkgooFu89e233yI+Ph6vv/46bCr1gdu0aYPffvtN76FICOFPrXAR1IwYs1KTAsDpKodp+3ZH7hxEJ3t9GdJvLZqO4b9merS7ecyLyGrV3es45ZVSDXA5p+Xl67tiQLsUjWcljpZ7I5RWVRJCCCHEetCnIYSQyMXs+Yv6mLnQKFLL7unBahm7A30fWgW9563n+pkdENWy/0BkWmuZFGdoO2Jt6M8Qq2NlkYg/omC5z/rCVxavlbsKhPqo9HvpT+lHrYiKzbTgl0A9M1MSaK1f77k9Oxvo7Ls8oqgNoXe89J5LoO14LvgghBBro1u8dfjwYXTq1Amxsep1lWNjY1FcXKz3UCSEMNNgFDFihnRK1ZWy1ir4yiTl7uCkxMeqpsN1N6QbV5Qjc/adSKgo82jT+h/fADIOvQ1AYlw0YhvYUVBatypDdCWqvw6Z6L0xYfD5NCYJIYQQ4hf0aQghJHIJZMDLTCK17J4/WCljd7jch1rx57y1XD+zA6Ja9x+ITGv92zTD2z/kCLUjoQ/9GWJlQkEk4o+o2/2zK3YV4MPMPKEsXhnZ+fggM0+of0q/l/6UftSKmSJy4X07ncBrrwEZGcCaNZ7vffMNMGKE6i5EbAjXuGoVowHaxynQdjwXfBBCiPXRLd5q3Lgxjh07JtT20KFDaNaMDmEkYJbBqMWI0ZOy1grY4J1JypeD444vZ8dlIF6XvRr/+N8nHsKt6257HVtbdlDshxNAcXkV/nvPRbDbbJqcFjWHTETYJVIzPrVpLMYPaqfYF0IIIYQQNejTEEJI5BLIgJeZRGrZvXAhXO5DrQTivM0OiOrZf0AyrYlOhobSpCmRhf4MsSqhJBIxQtTd/dxETBh8Pub/dAgFpfJZvFy/HWqI/A76U/pRK2aKyFX37XQCK1YAkycDW7ZI26KjgbFjpexbbdoY2h/XuD4wd4vmz2odp0Da8aGw4MPKmfoIISRQ6BZv9ezZE6tXr8aOHTvQtWtX2Xb/+9//UFBQgOuuu07voUgIYZbBqMWIkUtZmxgXDQA4UV5Vuy0toSGu7Z6GJdvzdSnpjcJuA2bd3NPDYZFzcNxxOTtv3dILSfEx0uTOpk3Ie6Xu+5ablIbXLr0DyzpcoqlPx09VYGSPlsLtlRyyB+ZuwRUdzsLW306gqMxz/P95TSev1S1Th3fEQ/O2yt5Dz17bmUYbIYQQQvyGPg0hhEQugQx4mUmklt2zOqLBp3C5D7USiPM2OyCqZ/+ByLS2PkdMyLM+5xgGXnCW7uMQa0B/hliRQIpEgin28LWQPbVpLCYMbo/zkuNQVFaJ5MaxSGgUgxqHE1F2m+pvhwsnxH4H/Sn9qAVR0fWZqmoUl1cL7VNVoOZwAE88IZVI3LTJ8739+4HzztNyCpoY2iUN79zWC5MW7vCIJ8qhV3QeSDte1G75ODMXKU1iLfF9slqmPkIICQS6xVt33303Vq1ahbvuugtLlixBWpr3wzMnJwd33XUXbDYb7r33Xr86SkIHMwxGrUaMXLpbAD6N+e7nJGHcPO1KeqNwOIGk+Lr01koOjjuu98fP3wJbTQ2+/fhRdDyWV/v+T+d0wu03TkNFtHrq7PrkHS9TbyTQX9e2VXu8J49cwq7EuGgvUd19l6Z7ieqMdjoIIYQQEtnQpyGEyMFVv5FBoAJeZhKpZfesjNbgUzjch3ow+7zNDojq2X/f9GSvObD6JMVF+5VxLHN/oaHtiLWhP0OsSKCyCQVT7CG3kP1oaQVmrNznM97xz2s6oaLaIbT/uwa0Fj6HIZ1S0aRhNLJyCgE40b9NCvq1babou2j1dURF15tyi4RLQro+43XcmhrgjjuA//63blujRsD99wN//zvQooXw/v3BFWOctXo/PsrMxYnTvn+7/RGdB9KOF7Vbpi3dXfv/YH+frJipjxBCzEa3eGvMmDFYuHAhvvzyS3Tq1AlXXXUVDh06BAB45plnkJ2djWXLlqGyshK33347hg4dalinifXxp1a4L/QYMXLpbutvq3E4MW2peqpas3E3nkRXYLgYv34+Hl//X49t0y6/Gx/09VxN5TKsG8c2wKkK5RUQ8386hPGD2gtdM639deEyxupPWhWUnMF7a3M9MooxYEIIIYQQo6FPQwjxBVf9RhZGz18Emkgtu2dV9AafQv0+1IuZ5212QNSs/ftbzdApuAfRdsTa0J+xPpG4ICAQ2YSCKfYQWcjuK97x4NwteGzw+ULHGNIpVaidL7/lqy2HFf0Wvb6OiOg6oVGMkHirWXwMXryui+fxamqAzz8Hnn8e2LOnbntCArB3L3D22ar7rY+/378ouw2PDm6P8YPa4afcIqzYVYBF246gqKyyto0/ovNA2vF67B0rfJ/MKucYic9mQkhooFu8BQDz5s1D27Zt8eabb+Lzzz+v3f7iiy/C6XQiJiYG//jHP/Diiy/qPobT6URmZiYWL16MdevWYc+ePSgvL0dKSgr69++P8ePH4/LLL/fnNIhJGFEr3IWZRoxe4ZHRuBtPoo5L4ulSbPvXLR7bDiS1wJV3v43qqAaw26SsXi5SExpiTJ/zsKegBMuzjyruu6C0Qnj1i9HlF1xG2bSlu7B+4iAaTYQQQggxjUD4NISQ0IGrfiMTI+cvAk2klt2zIv4Gn0L5PnRhpUCY2QFRPfv/KbdItfzSifIqv7LRxDawG9qOWB/6M9YlUhcEmC2eDZbYw4WeeJKrXws2HUJq01gcLa3w+7dJj9/ir6+jJrpW+20EgOT4aGRNvgIxrt+higrg2muBX38FDh70bLx3L9C+vfJAyGDk989lo/Vv2wxPD+9kmK0TSDte5NrUxwrfJ6My9bkTqc9mQkho4Jd4q0GDBpg+fTqeeOIJLFu2DDt27EBJSQkaN26MTp06Yfjw4T5T9Wph9erVGDx4MADAbrejXbt2iI+Px759+7Bw4UIsXLgQU6ZMwbRp0/w6DrE2ZhoxRguP9JCW0BC9WyUhK6cQf5w8g+MnK1Q/0/e3bHw+b5LHtoeunYilHQfWvnY4ganDOyKlSSzyjpdh/k+HMGPlXuF+iY6NGeUXzDDKCCGEEELqEwifhhASGgQ7EESIXiK17J7VCEbwyUroCYSZGTwzOyCqZ/+ByEZzQWpTbDlUItSOhAf0Z6xJJC8I0CueFRUAB/v3Vu8z2tWvCYPb482V+/z6bdLjtxjl6yiJzUV+G1/6f/buPL6JMv8D+CcpPWihF1VaDqFcSq1yLQhWPBBcBBc8d/FgPVFUdhVXV1FZdYsCuvtDdvHEaxcFbwUXZJcCimAR5bSAAqUFxFakLRRaetDM7484aY6ZyTOTSTJJPu/Xi5c2eZJ5MpPMPPM83+f7XHGWM3CrqQn417+Ap54CysudT2ZmAlOnAlOmAOnprnrrDZYK5u/P7GD7ULXjtY6NFqv8nswax43lczMRRYaAgrdkWVlZ+P3vf2/GW/mQJAm9evXCfffdhwkTJiAjIwMA0NTUhMcffxwzZ87EjBkzcM455+Cyyy4LSh3IGoLViAlG4JFe4/rl4IJnVnt8Lu+sWbIuRypx/xcLcPmOz12Ptdjs6PnAYsDm22jNap+IxDZ2PFu0W3dCdNF9YyRqX5QVguuIiIgo+gXznoaIIkO4B4IougU7I1GsLrtnJaEefLKScGT/EBHsAdHR+Tm4/fxczP+iDJLbB7HZgEnDc33eP9jZaACg1yntTC1HkYP3M9YR6xMCjAS36gnmDff1NtDxpO5ZKQFfm4zctwRyr6OnHev32ts1GejXD/jhB6C6uvWFvXsDGzeiJaWdc1vlB1F+uB6LNuxHZa14kHck/v5C1Y5XOzYiwv17MmMcNxK/G0QUe0wJ3gqmIUOGYOfOnWjTxrOqCQkJeOqpp7BlyxZ8+umnmD9/PoO3IkCgnZXBaMTU1DWpBkrJ7DbgDyN6o8cpKSj7uQ7/Xr/PY13rQFx2dg5eXlPm02DwqY8kYdzOz/GPT/7memhhv9GYc951+LmdehrdrHaJuP+9rbqCqvSmjjcatS/CCsF1REREREQU/cI9EGQ2Ky1fFutCtTRHNCy7F8lCOfhkJeHM/iFidH4ORpzREQuKy7Gvuh7dMpMxcVj31uWaArC8pAIvrSnzedwhAS+tKcOA0zI8fuPBXsoRAH43+DQULt0pVI6IgoMTAvQFz+oN5g339TbQiexZ7RJR0CsroHEuI/ctRu91jLRjFcfxOiYh7qz81ixbAJCTAzzwAHD77UBKyi/b2qD5+/EX5B2pv79QteO9j83hY41C7YZw/Z7MaBvJIvW7QUSxxfLBW6mp2imcR40ahU8//RS7dokvBUfhYVZnpZmNmOUlFbh7oe+Ngbd51w7EmLNb6/iHi3u7GjeZyQmY/OZG1DW16N5+x/YJ+Ka8RnP7dhvQ8ejPKPzf8xhZ+rXr8et/NwPruvdXfZ3cqIEEXVH0RlLHtzgkpLVNwM0F3fHxlh9NCWwzs1EWaTjIQkREREQUeuEeCDJTqIKFyD8uzRE7Qjn4BFin7yDU2T/0UjofvrK2LODzYYtDwkMffqtZ5qEPv/UIQJMnP05+c5NieQmBLeUIAO98vV+43K3DexjeDhGpi7YJAUaJTMQ3Eswb6uutt4Anskut72P0GmfkvsXIawJpx7o+37FjwAsvAH//O3DoUGuBc84BPvsMSErS3JY3f0He/P355/7da3FImP/FXlTWNiqWDefvyYxlrt3xu0FEkUA4eCsuLi6gDdlsNpw8eTKg91DS0OA8ibZt29b09ybzWLGzUuvGQGa3AfOuHeARuAW0Nm6Wl1Tggfe36Q7ckpsZ153TDXOKdquWi29pxopX7kL3IxUAgCZ7G7x0zlV46ZyrcDwxWXMbEoAx+dko3ntYV930po5X6gTLTInHgK7pWPndz5qvTU+Ox5H65qA3yiIJB1mIiIiCx6r3NERkDeEeCDJLIPffVgkGiRZcmiO2hHLwyUp9B6HM/qFXMPsj15dW4Uh9s2aZI/XNWF9ahYLeWYa2YcS+6npTy5G18H4mMkTThIBA+QtQMhLMG8rrrZpAlp87XKccJKOHSPavzJR4VNY2oLi0CkNyM3Xf6wTcjj16FOjUCaj3ut786lfAqlVA+/auh0TG6ry3rxbkzd+fPit2VKLhpEPxuXD/nsxa5lrG7wYRRQLh4C1JCmwhtEBfr/ae7733HgCgoKBAtVxjYyMaG1sbRLW1tabXhdRZtbPS340B4ExznpGSqPic6EwAJXKjo1GlUQQAl363Fi8snuX6e0tOb9w/Zir2ZPlPay4vA/nqunLhOk25qBeG9egA2IDDxxtdjXqtY6K2D2rqmrHqu59xx/m5WLK1wmM/d0hJwPj+nTAqLxtDcjOxYkdl0BtlkcKKQY5ERETRxIr3NERkHVYYCApUIPffVgoGiRZcmiP2BDL4JBo8abW+g1Bl/9Ar2P2RopMli/cedgVvyXVSY0YfabdM7cmeesuRtfB+JjJEy4SAUDAazBuqYA8t4Vx+TiT7V3VdM6a+swVAa5tez72O4XZsdTXw7LPAP/7RGrjVuzfwyCPAddcB8fE+7yUyVqdE6fsjEtiW3jYeDklCi0PSfb2Npsku/sY405LjMevKs0L2ewrWMteyUJ2bo+k7QkShp2vZRJvNhtNPPx0TJ07ElVdeiXbt2gWrXkLmz5+PzZs3IyEhAffee69quZkzZ+KJJ54IXcWigJkXF6t2VgYyy0/vTAAAmHJRT/Tu2N5jfxaXVvmUS2xuxD1fLsJd6993PVbSsSeuuuFvaLGrz66aclFP1De14LV15XDovA9PT45HXk4q7n9/q3BHvUgn2JKtFfj8gYuwcV+N6ndJJH1yLLBqkCMREVG0sdo9DRFZixUGggJh9P7basEg0YJLc8QmI/0cosGTVuw7MDIQForBs+D3R4ru39ZyoegjnTisO2Ys3anZZ2n7pRxFJt7PWF80TAgIlUCCea0wruC9/Nwra8tCFrSnJ/uXe5te9F5Hdzt2+3YgP9+3wJVXAu++C2hkDjTaFlb6XogEth050YzrX/lK90QVq0x2MWP8VmSMs218HEblZQdWWUHBWubaXSjOzVb5jhBR5BIO3pozZw7eeustfPPNN3j00Ufx5JNP4oorrsDEiRMxcuRI2O3mRb+K2LRpE+655x4AwIwZM9CzZ0/VstOmTcN9993n+ru2thZdu3YNeh0jldkXF6t2VpYfrhMqp9QANDIToKDXKT4dL96dVTd/sxg3bvyPa5nEYwltMfmWZ7Aurbvf9x/WIwv3v79VV51kzS0O3LVwk8/jWh31oh1OG/fV+O1wCmR992hh1SBHIiKiaGK1exoisiYrDAQZZeT+24rBINGCS3PELj39HHqCJ63Yd2BkICwUg2fB7o8c1rMD5q3eI1QuVHUCnPs2OSEOdU0tqmWSE+N4Po9QvJ+JHJE+IcCbv2ARree1ngs0mNff9TaUGXD8BQ1JAKaP7Wvq9t3vWyqPnkDh0p2ormvyKefepl/74Aihex3R9mnnE0cAWxfPB/v1A6ZPB664AhA4L+ltC/v7XogGtumZqGKVyS5a47d67mFFxjhD1aYM5b4N5rnZKt8RIopswsFb99xzD+655x7s2rUL//73v7Fw4UK89dZbWLhwIU499VRcd911uP766zFw4MBg1hcAUFZWhssuuwwNDQ247rrrcP/992uWT0xMRGKi8tJ35CkYFxcrdlYuL6nAnKLdmmW0GoB6OlG03kdu0E+b/xk+XPAn5NY4g7Yq2nXAY5fciRW9h+K56wai9D87UFmrvk27Dfi63FhqWQCoa1Tu0NHqqLdqUF6k4v4kIiIKPivd0xCRtUXqBBMj999WDAaJFlw2ifzRGzxp1b4DIwNhRgfPRAfig90fObh7Jmw2QGsVOpvNWS5UdQKc53StwC3A2Q/Ic3pk4v1MZInkCQHu/E3213oegOZrgxnMG44MOP6ChgqX7oTdbjN1+/J9S3FplWLglsy7Te/vGuCvHdup9mfct/ljDHp2uecTkycDzz/vvAgKElnqUCb6vZB/f+tLq3D3wk04cqLZp4zoRBWrTHbRGr+d/OYmpCfH40h96+fU+r4bnfRj9vksHPs2GOdmq3xHiCjy6Z6K0adPH8yYMQN79+7FmjVrcOutt6KxsRFz5szB4MGDceaZZ2L27Nk4cOBAMOqLyspKjBo1ChUVFRg7dizeeOMN2HQ0Akidv4sL4Ly4tOhck09ueKkdJRucjYhQdVbKn9MfCcC4fjmKF9Lyw/XC25Og0ZCUJIzeugrrF0xxBW4BwKjbXsC3v7oQL9wwEHY70HBSu9PFIQHPrtQORjPKvVHvzopBeZGM+5OIiCh0wn1PQ0QULEbuv60aDBIN5AFJwHeBNS6bRIC+4EnA2n0Ho/NzsPbBEVg0aSjmTuiPRZOGYu2DIzQHqPW+ZnlJBQpmrcK189fjnre34Nr561EwaxWWl1T4lA12f+TGfTWagVuAM7Br476akNUJ4Dk9VvB+JnLIgTXj+3fGsJ4dIu6aLweLeF+r5Mn+M5ftUH1+8pubMFnjtfK5Ww54yk7zvHZlpyUZzlTjr95K1w2zjM7PwfSxeYrPBXP7Zp//1dqxXY9Uonz2ZfjyhZtx9frFsDU2Aj16AFOnAg4H8MILugK3tLalRM/3Is5ug91uUwzckqmNf7nT214LBpHxW/fALUD7+6a3Tbm8pALnzfZsgw0qXIG5Rbt1jxm7E923c1Z8j+LSqoC25c7sc7MVviNEFB0CyqN73nnn4eWXX0ZlZSXee+89/OY3v0FpaSkefvhh5ObmYsqUKWbVEwBQXV2NUaNGobS0FBdccAHee+89xMfHm7qNWBasi4vVOiv1LHn48poyn4bN8pIKPFu0S3h7GcnxyutCr1rlTBl7ww1IrKnGd1ndcPX1s9H9wf8gITMN08f2BQDc+eYmn0ZXOHg36q0WlBfpuD+JiIjCI9T3NEREwWTk/tvKwSDRIBgDkhQ99A60Wr3vIJhBCstLKjD5zU0+mekra50BAt79d8HujzQySB6KPtKsdmKrT4iWI+vj/QwFi79gEQnA/C/KNINJlCglCjASAGy03t7bNluLQ0LhUuXkAcHcfjDa9O7t2Nzqg/jb0jlY/fLtruelCy/E9gUfYvH7n6P47kfQYvAjtTgkpLVNwM0F3ZGRkuDxXHZqIqaO7G34e2FGUJsVAqP1jGvKtL5vetqUasGQR040Y07RLgyascJwQKLoPpu3uhTXzl+P82YrB+2HmxW+I0QUHYSXTdSSkJCAq666CldddRW++OILTJw4Efv378euXeIBLv4cP34cY8aMQUlJCQYPHoxPPvkEbdu2Ne39I5lZqSpFLxrr9vysextWWuNd78XRPZWlVsNfTU19s2cq8pMngfx84PvvXWWePv/3mD/kCjTHOYMRa+qacffCzUhLjte1rWDybtQHM6VxLOL+JCIiCq9Q3NMQmS0YyxZEIyP7KZL3rd77by7tF3zRsmwSmU/vQGuo+w6CfS4UXdKqxSHhoQ+/1XyvaR9+67MUTTD7I40Okge9j1S0I9EqHY5kGt7PkNlEgkWMxh8pLctt1rLl4V4SPFzbD1abfvR36zD64Ws8HpN+9SvsLhiFGztejIqSBqBkKwBjy1IqtQUyU+JxRf/OGJmXHXDbw4ygtnBPdmlxSFi357Ch16p930TblAD8jokeqW/G5Dc34UUDE1P07jM5m5jVJsGE+ztCRNHDlOCtn376CYsWLcKCBQuwZcsWSJKEdu3a4bzzzjPj7dHY2Ijx48fjq6++wplnnonly5ejffv2prx3pDNz3W7Ri8a81aX4YNNB3duwSmelnoujd8PGSHQ74BYwtnEjMGmSR+DWzVc/htU9B/tsF/BNcyrKu7EVCK1GvZWC8qIB9ycREVH4BPuehshsZt4LRjMj+yka9q2e+29OJAkNswYkKboYGWgNVd9BsM+FchYH78+tNCi3fm+V3z6ymvpmrN9bhYJeWR6Pj87PwYgzOmJBcTn2VdejW2YyJg7rjoQ2AS1IEdAgeTD7SCuOnjC1HEUO3s+Q2UKRISYY2wh3Bpxwbd/0Nv3WrUD//p6PXXYZMH06/pvc1XkNV1mWUjSwRq0tUF3XjNfWlWNwANdGOQC9srYBmSnxqK5TbkeIBLWFc7KLUnvMCKXvm7825ai8bLyxrkx42+6JMET527feJDj3t5FtBRMnRBGRWQwHb504cQIfffQRFixYgJUrV+LkyZOIi4vDJZdcgokTJ+KKK64wJTNWS0sLJkyYgFWrVqFnz55YsWIFMjN5cgP0dXKI0HORNLoNK3RW6m0MAM6GTSDR7Z2ajgHDhwNffulc9zsjA4fPuwiD+94EyRZYZ5G3qSP74O2v9/t0ro3rl4MlWyt0NfJEGvVWCcqLFtyfREREoROqexois5l9LxitjOynaNq3eu6/OZGEKDyMDrQGu+8g2OdCf0taeQ/KFZdWCb1vcalv8JbSoOcra8sCPrdZNfD1v9srhctd/auuQa4NBRvvZyiYQpEhJhjbCHcGnHBu35Q2/ddfAzNmAEuWeD7+6qvALbc4r+GzV2kuS/nQB9+ifVI8hvZQX0LZ3yo3EowH6IgGPIler8N1zVdrjxmh9n1Ta1Ou2FGJ82av0jWe6C+jnFpGV7V9qybY2fOMsGq7kIgij67gLUmSUFRUhDfffBMfffQR6urqIEkSBgwYgIkTJ+Laa69Fx44dTa3gu+++i48//hgAYLfbcc011yiWy8nJwXvvvWfqtq1MbyeHCD0XSStFNxtJ4T5hcFfMKdotvI3yw/W6GyqysQe3YPA5l7U+cO21wLPPYt2PzZDe3qL7/dTIkdtTRvTClBG9FPfJn0f3xfq9VXj/mwP4aMuPft8zMyUBT16R77dRb4WgvGjC/UlERBQ84binITJTMO4Fo5GR/RTr+5YTSYjCw+hAq96+A9H+s1CcC/UvKWVsLcBgB6EZPXbBzGpW13TS1HJkPbyfoVARmQRvtwGSpH8VkGBmoQl3Bpxwb1+0Te/TLvhxJ+LOH+5WURtwxRXAb38L/O53rteIZGI6cqIZ17/ylea1TWSVGyMBOnoCnvQEtYV6sou/4DZRIt837zZlIEFjahnl/LV9lPat0W2FCydEEZEZhIO3HnjgASxcuBCVlZWQJAldu3bFlClTMHHiRPTt2zdoFWxsbHT9/+7du7F7t3LATbdu3YJWBysK1rrZei6SVohu1tvZYTTF6JyiXbrr1qHuCKavmo/Ld3ze+mBhIfDoowCAU4+JzRoUoRS5rXRMVuyo1PX5Hx3blw0KIiIiihrhuqchMlOw7gWjjZH9xH3LiSRE4RKKTFqi/WehOBfqXVJqWI8szFtd6rf8sB6tWbdCFZCr99gFO6CssdlhajmyFt7PUCiJZJKZNDwXL68pU3xeUvh/99cGKwtNuDPghHv7ch20rtGudsGRExi2fxv+8OU7iNu/rbXAxInAI48Ap5/u+xodY2ta17ZKweV7RcsB/gOebHAmLHh0bF9kp7XV3dYK5WQXkeA2UXq+b4EGjSll+BJt+8j7dt2ew5i3eo+hbYUbJ0QRUaCEg7f+/ve/w2az4fTTT8cNN9yACy64ADabDTU1Nfjyyy+F3uPcc8/VXcGbbroJN910k+7XRbtgrpstX1zmrNgldIEMV3Sz3s4OM1OMarFJDry9cBrO+WE7AKDFZsc7BVfid0tfQ1xqe1c5I8s3qhGJ3Dby+bPTmFabiIiIoke47mmIzBTMe8FoYmQ/cd8SUTgFK3hSrT+oQqX/LBTnQr1LSg3t2QHpyfE4Ut+sWjY9OR5D3fZfKANyRY+dv4AyIPCAsp4dU7Bx/xGhchR5eD9DoSaSSWbAaRmqzwMISxaacGfACUeWJl1BxAs2Ytrq13D71x+5Hm+yt8HHZ16I3D/chsGTfuf7GgNja1rB0tV1TULvIVoOELv2V9U1ITutreUnrJhxz5mW1Aazrz5b1/fNaNCYWoYvvcH0w3p2wJDcTHyw6YewZa8LFCdEEVEgdC2bCADff/89pk+frntDNpsNJ08yHbNZgr1udpzdhoJeWaZHNxtZ4lDtffRc8M1KMepPz8MHsPLVOz0eu3zi3/FtTm/k/tyEYamtj/ubgSFa14lDT8P0y85EQhu7ahm9n9/qjR8iIiKiQPCehiJZsO8Fo4WR/cR9S0RmMav/y4x6aPUHSfAdUA3FuVDvklJxdhtmXXkWJr+5SfU9Z115lsc+DiQILVjHL1hLRLlLsMeZWo6sifczFEr+Msn4ez5cWWjCnQFHafuDumVg474aLN5y0LT66Mmu2dLiwMqnX0XZAs/zx4IBY/DC0KtRkXoqsg8nYa1DElpaXoRasHRmu0Sh14uWA4IfgB7MZY+9mXHPOWVEb931MrJvtDLKGQmmt0L2OiKicBEO3jrttNNgs/FEaBVyJ4faRc+M4Buz1+Y2s2Gj94JvZopRJfEtzZi04SPcs26R67GfU9Jx3uTX0NgmAYByo0dtBobtl7XiRSxYvx9FOw9p7kc9n5+NHyIiIopWvKehaGD2fVq0MrKfuG+JIpNVAqVkoRzY88dIsFAozoVGBuVG5+fgxRsG4vEl21FZ2+h6PDs1EY+PO9Nn3xoNQgvm8ausFeubEy2npF2CWHe/aDmyFt7PULj4yySj9Xw4s9CEOwOO+/aXl1TggmdWm3p9EV6dpqUFWLQIDU89jWd2futR9je/n4Nvc3q7/ta7tLwoeXxMbreVHjou9Lrq441ocQsm0xLMAHStTKaT39yEFwNc9tjbkNxMZKbEo7pOPeuoP5kpCYqPa7WdjewbrYxyRTsqhd7De/w03NnziIjCRfgurby8PIjVIL3i7DaM65eDl9aUqZYJNPjGzOhmvUsc+qM3gj6Yy1rc/M1iPLDm30hudnYcbep0Ov42fCK+7N7fo5xao8d9BkbRjkq8uq4cDp3TGPztRz2fn40fIiIiila8p6FowFmoYozsJ+5boshjpUApuT5m9n8FqvLoCd3lQnUuNDIopyeLipEgtGAfv+rjjf4L6Sin5Mej9aaWI2vh/QxRZNJ7fREJTBdZnaZw8be4ZNtnsF9/HQAgBUBdfBIWDBiD984ahdKsror1NbK0vD+ntk9SbLf5U7h0J15ZWybUttNz7dcT/C+Sfez+97ZhxBkd/a6QI7rNOLsNV/TvjFfXlWtsVduRet8lJ/21nUX2YcfURPz9t/1x+Hij5udocUj4aMtBoboqjZ+GO3seEVE4cIpNhFpeUoGXNQK3bj8/N+DOoBaHhLS2CbiloDs+2nLQI8JbT4CP3iUOReiNoA/GshYpjfV46PM3MHHzMgBAddtUPHHxJCzOu9CZOstNjp8ZiXF2G4bkZuK+d7cYqou8b9X2o+jnnz62L24qyGXjh4iIiIjIwjgLVYzRwADuW6LIYLVAqWD0f/nbnr/BrOo630E7Jd7lQnUuNDIoJ5pFRW8QWiiOn1oGDKPllPwseMxFyxERUWD0Xl9EA9O1MmIlnmzC77b+Fzdu+g/s1a3BMwdv/wMuSxyKmuQ0zTobWVpejRwwVVPXhLsX+rbbRIi27USv/St2VOoK/hfJPna88SQGFv4Pf7umn+J7GJlwMDIvO6DgLe8lJ0Xbzv724ePjzkRBryy/299QVi2UOaxDSoLq+Gm4s+cREYUag7cikL8obxuAJVsr8OfRfQ13Jig1JDJTEnB5/04YlZetK7pZdInDN9aVIat9olBHjd7Zc/6WmdRr5O6v8NcVL6DTscOux8beNBcVqacolheZkWhG+lmltcMB8f0VK4FbVltSgYiIiIhIL85CFWNkP3HfEllfqAOlRIj2fyn12+glOgDoPWinRqnc6PwcjDijIxYUl2NfdT26ZSZj4rDumhkljAjmoJyeILRQHL/stLamllPS2OQwtRwREQVGz/Xl6Ikm4cB0pYxYbZsasPDtRzCg4nvXY02paUj4033ArbciO6cTkmavgs3kpeXTkuNxtL7Z9XncnwOcSQMKl2pnrtKi1LZTG+Pxd+0HgMlvbvLZhlaAmGj2seONLYpLKBqdcOBv3/uTndoaeKen7WxWEL/ofhvfvxPvtYmIfsHgrQgU7M4EtYZETV0TXl9XrrvTWvQCXbh0p+v//UWcx9ltmD62L+5auNnnOaXZcyLLTPqTnhyPLnt34j//utf12L70bDz86ylY57VEorupI3sLNWbMSj9bWev7Plz+o5XVllQgIiIiIjKKs1DFGNlP3LdE1hbKQClRov06gfb/6BkAdB+006JUTqn/RHTZIisRDcgNxfETmVzqL3u/P40nW0wtR0REgRG9blTWNuDp5d8JB6a7Z8RKPNmEa7atwIwVL3i87v/Oux7n/XMGhvTvDgCIA4KytPysK88CfqmfUrBPWtuEgBMXeAe5aY3xqF37AWDQjBWq768W/K83+5h3kJnRCQda+94f7/aE3razGROaRPfbqLxs4fckIop25k6VopAIZmeCv4YE4GxItDgkj9cUl1Zh8ZaDKC6t8ngOMJZWVe5wWl5Sofj88pIKj2Avd9lpSYprhC/Zqvxe/mQkx+PF6/pj0w/vewRutdw9BTfe+wq+1AjcyklLwpQRvYW2Y9bSjtXHGxUfl6Pls9M8t6O0v6KV3MHp3Uj1930jIiIiIrIif/diRGQd/L2aK1SBUnqI9usE0v+jt99ODhbSohQsFG39J3JA7vj+nTGsZwfFgcdQHD95EFaL2uRK0XNIYhuxQVXRckREFBjR60b18Ubh4BrAeY0/Pb4R01a/hs9fus0jcOtg+1Mw6A9v4b0xN2PQ2d083sfIOJHIa0bn52DtgyOwaNJQzJ3QH4smDcXaB0dgdH6Oqe2x/21XbqNUeLVRlK7981btwZF69WX8vPexbEhuJtLbxgvX0f099ARNKVHb9+nJzvp4X81tv/zzbk8YaTuLtJ+0yO1QrVcFGrRORBRtmHkrApnRmaCWUlRv9LVIFiMjqT21Is7VZhjKpo/1nQEYyJKEz56diAvungCsXdv64L//jbiJE/HQL3UxI5tVoClQZZkpCarPBRItH+lLDVpxSQUiIiIiIqOYUZYocvD3ar5QBNroNSQ3E+nJ8ZqDgunJ8QENUOntt3PP2CA/L1Pru4rV/hORZaG8l5IyYvP+Gr/Pe58X9JxDkhLEuvtFyxERkXEtDgkOSUJ623gcOaHcPpCvL1rjOu4OHWsAjh9H3PPP478zHnQ9/mP7LLww9Gq8nz8SDQnO9s8LKuNTwVpaXi17sZntsTeK96mOn0lQb6O0OCS8vk5sZR7vQKc4uw03F3THnKLdwvVct+cwDh1rwO6fjhvapjvvfZ/VLhGQgJXf/YSPt/yI6romV1m1pQ3D0XbmikBERPrxLi0CDeqWAbsN0Jqkabc5yynRuuFvPOkQqsOhYw3CadqNpvZUSnGv1YEEOC/4hUt34Nf52Yaiyt21a6zHFy/eirSnjwOSBKSkAHffDRQWAgnOhrRZaz8D/hsyovstO62t3+3oXTIgGjqarbikAhERERGREXqWzCKi8OLvNThCFWhjNq2hKZFJc0ayJujtuwqk/ySSJ/4FMsAo+rmbTjow/wvtgeP5X5ThT5ecgYQ2zgUz9J5DOiQnCnxa8XJERGSM0piKN/frS1pb/8FbnWoPYdiTDwKrPgWqWzM1/ePSOzAvbzSa2jizMYmM3QRjaXm166FIuy0jJcEjCEmN5GegTK2NsqGsWjWAzptSANOdF/bSFbw1b/Ue4bJq21Sy7cARfLTlIKrrWj9LZko8rujfGSPzslXbIOFqO5s5huotktudRERqGLwVgTbuq9EM3AKcgV0b99X4NFD83fDfO1Jsib+sdom4/72twrPw1C7QItw7nIx2IJUfrtO1zcEHSvDewodcf9dcNAoZb7wCnHaaT1kz1n52fy+1hsz0sXkoXKq9/+QUo2Y2WqKlo9mKSyoQEREREekVqxlRiCIRf6/BY8WZ/BvKqjWzbgFATX2z4oCi6KQ5o1kT9PRdGe0/iYaJf0YGGPV87gXF5UJ9uguKy3Hr8B6GziE2m9j0T9FyRESkn7/VY2TyuE9a2wRU1jYgMyXeIyhH1q3mR3z+8u2eD/buDTz8MHD99bg7rg0GhzmIZXlJBR5fsh2VtY2ux7JTE/H4uDMxOj/Hb7utf9c0rPruZ1PqUnn0hM9jou2b9LbKWVI37tPOnGmUSNCUv0DAmrpmvLauHIM1jns4285mjqHKoqHdSUSkhMFbEchoJ4rIDf+iDfuRnZqEn2q1o68hQXcQlXyBXl9ahbsXbjIU5W7ks7c4JCzasF/odRn1R/HAmgW4buty12P/OWM4Wv7+Gsaf1kX1dUZmKajRasjY7VBt9MvrWK/YUWlaoyWaOpqtuKQCEREREZFezChLFDn4ew2uYM7kNyKQoCfRSXOBZE0Q7bsy0n8SLRP/AH0DjHo/977qeqE6yOWMnENsNrH+OdFyRESkj7/VYwDnMsrPXTsQR080aU7Y71B3BLd9/THu/Op9zyeefx64/XYgLs75t7/I4CBbXlKByb8s0eyusrYRk9/chBd/uR5qJS54dHGJafX5fNfPODXVOY55uK4Rp7ZPci41KODmgu6ua757kgTR5Q/1EAmaEgkEFB2rC2fb2cwx1GhqdxIReWPwVgQyGoQicsNfWduIqSP74NmiXZrR14frGn3fQIHS2tB2u004cCvHq8PJyGffUFbtEe2vSJLwzyVP4zfffeF6aGG/X2PWhTejNqkdFqW2DWkKTrWGjFrjSg7OApSDu7wbLaKfRbSTaH1pFex2W0D7Jtj7N1KXVCAiIiIicseMskSRg7/X4AvGTH6jjPRZ6Z00F4qsCXr7T0I98S8U/XMiA4xGPne3zGSh7cvljJxDughuQ7QcERHp429MBQCO1Dfjm33VeLZot+J15MzKPfjLyvk4u3IP2p50G9uaMAFYsABo0zq0G44MRO7X4qyURDz0wbea5R/68FuMystWbLcN6paBBcXlQksmivp4y4/4eMuPHo9lpyYiPTkeR+ubVQOhMpLjMWWEc3UikWUvA+UvaEokEFAmOinESm1nI6Ip4QQRkRIGb1lYi0PC+r1VKC6tAiBhWI8sDO3ZwXAQiugNf/esZNXo6wmDT0PjSQcOHxML3lLquNLTKTl9bJ5PQ07ksw/qloHi0qpfIuKPaW4jp/ZnFL9ws8djv71uFjZ0zYcNzoZuTV0Tzpu9yhIpONUaVwBw3uxVfhstDoeEwqU7hT6L6LHyzqQmsm/cG/jlh+uxaMN+VNYGb/9acUkFIiIiIiK9oi2jbCgnyRCFWrT9XkPByDnBzJn8gRiSm4n05HjNpRPTkz2X4jGSWSnYWRP09p+EMsOcc0mmHR79R9mpSXh8XOj754x87onDuuPJZTs1E6TYbc5ygLFzyNDcDnhudanf1wzNDf9vhogoGomOqby+rtxnLCen9mdM/up93Lhpqeux42f1R9u/Po648eMAr6yJochA5N02q6lr9Blf8udIfTPWl1ahoHeWR7tteUkFLnhmdVADpGQ/1Ta69pN3+0Z+bOaVZyHObhNe9tKIKRf1RO+O7VXbue77+/CxRt37RuT7Z5W2sxHMbExE0Y7BWxa1vKQCD334rUeHz7zVpUhPjsesK88yFISi54Z/WM8OHgFC5YfrsGjDfswp2uUqZ7epZ2PVymIkWo/fnJ3tkzI2Jy0J4/rl4OU1ZaqffVy/HKEGn93Rgombl+GBNf/2ePyse9/BscQUj/e7e6G1UnAqNa6KS6uEGi13Ldzs85zaZxE9Vt6Z1CqONmDym5swdWRvTBnR2+e7KDJrIRj712pLKhARERER6RVNGWXDMUucKJSi6fcaCrFwTvAOQzOanS3YWRP09J+EKsOc+pJMDR5LMikJRqCwkc+d0MaOScNz8dKaMtXyk4bnIqGNHYCxc4hdcDlE0XJEFPm8z4GDumVg474aS6+iEcmMjKkM27cNf13xArrVVCDBcdL1+J6n56HX/XehRQKK9/pO5tfKQAQAj3xUggv6nIotB44YOlZmZp8q3nsYBb2zPN47WAFSSuQEB2nJ8UhqE6eaSEBPtisjCnqdohpUZMb+jvZJIaLtr8raBleCD56jiCiSMHjLgtQ6IwBnhLrcIaE3CEXvDb8cILS8pEIxfatW4BagnsXIXz0AZ3rST7ZV+jxeebQBL68pw+3n52LJ1gqfzy4HdvlrWI3b8Rn+8cnfXH9/07kvnrrwFmzq0tfj/aaP7YvCpTs1G8CBpuA060YnkE4wtXSiIsdKy5yi3Vi04YDHDEjRRnmwUpxGelpYIiIiIopt0ZJRNhSzxInCLVp+r6Fg9XOCSN/NhrJqzaxbAFBT3+yRCSCQ7GzBzpog2n8SigxzLQ4JD32ovSTTtF+WZBKZQGhGUKDRzz1tTB72Hq7Dih2HfMqOyjsV08bkuf42cg6pPHpCqF6i5YgosimdA70n5es9J8ZCsHUgRMZU5HP68LJNWPDuXzyeKz7tLPzj3AkoPu1szB01AHu2Vyru7wmDu/oN8qmqa0LeX5Z71EP0WJkfXNV6rQp2gJQaCc4x1rduHQi73eYTDFdcWoV1e34OSiYwf5M2At3f7u8fzcGVou2vwv9sR3WdvtWCiIisgMFbFtPikPD4kh1+yz2+ZDvWPXSxriAUIzf8Io0o78a+M+gpD2ltE7B4y0GfernXQ01zi/IW5YCeJVsr8PkDF3nMEBnULQMXPLNas66JzY3445dv4+7177kee+SSu7Cw/2hINrvrscyUeNf7+2uoVRxtwLxVu3HPyD6a5ZSYeaMTaES9UjpRre+MqMra1o7WUXnZuhrlwUpxGslpYYmIiIiIIj2jrNZ9ZrAmcRCZSc+ASKT/XkPB6ucE0b4bI5mYrJ6dTaT/JBSfYf3eKqHAuPV7q1DQy39WDzOCAo1+7uUlFShSCNwCgKIdh7C8pMKjTnrPIRv31wjVf+P+Glz1q65CZYkoMqmdA70n5es5J1o92NoKRMZUeh7ejynF7+DyHZ97PH7n+Ifw6Rnnuf4uP1yPZ4t2Ke7vOUW7hepj5FgFI7jKvT3hb+m7YDtc14jx/Tu7/jYzwxjguyyjv0kbZu3vx36ThxU7lIP9QnHfEYqgMdGEE+6BWwDPUUQUORi8ZTEbyqo90nWqqaxtdAW06AlC0XvDL9KIckjA9LF9kdU+0W3Na/+Ng7TkeNWOl+ONJxUfB1oDejbuq/H47P6WDRy5+ys8svoV5NZUuB4b9/v/w7Yc36Cr6rpmV2CYiDlFu3F6dntdF32jNzpqDaAhuZnITk1EZW2jcB2UKKXiV/rOpLeN91kuUcsTn+xA+8R4Qw3gQFPrExERERFFm0jOKOvvPjNYkziIzGBkElYk/14DJZqxyqrnBD19N1kpiULv6V4uGrKzBfoZRL4jxaVVQnUpLm0N3gp2UKD8udVWT5Cgf5KspFInPeeQ7yuPCdVftBwRRSY9wSCi50SrB1sbEaxgE7Uxlcu++wLzFs+GAzbY3fbkYyPvwL8G/cbjPTKS22DRhv2aq8IYIXKszA6uSkmMw9AerW24cI/3uCdCMCvDmBy0La/mo2fSRqD7W74XARC24MpQZeTz1+7UamNF4jmKiGIPg7csRk+jxWgDR88Nv+g2stonYnz/zlheUoG7F27WbBwAyg0IvbzrplbX7tUH8dn8O1x/V7TrgMdGTcb/+gzz+/56slm5X/T9NfqbTjrw8Eclum90tBpAANBw0qFYNz1Zs5Q+s9J3xiFJuP6Vr4TeU+5oLd57WLAWnnb/dAzFpVUx07lNRERERCQiUjPKGslOQ2QFgWSbiNTfayCCmbEqFHQPUot2V3iVi4bsbEY/g/hAn54c7k5WDAoUGZxVq5PoOeRYo9hES9FyRBSZ9AaDiJwTrXheDUSwg03cx1Sa1n+F7i/MQbd1RQAAOyR82udczDv3d9jesafi64f16IBlJT8FXA8l/o6V2W2u+Di7x9+iAe/BkJ4c78qKaVbGK/dg9dH5Ofh1fo6uoEAj+7tDSgLG9++EUXnZrs9z3uxVYQmuDHVGPrV2Z2ZKAqrqmlRfF2nnKCKKTQzeshg9wUKBLJMnesMvuo1T2ycJd2pJkmRKulXvuvnUVZJwxfbVmLP0/1wP/ZB6Ckbf8hyOJyYLvb+cglPkRke+6B890aTZ6F9eUoGHP/rWJ22nR9Xh24jQagCpzfKTpSXH46nLz0Lh0h2G09h7f2daHJJQelLfreg3b3Up5q0u5brURERERERuQrEsQTDouc+kVpF6vKNFqLNNRPrx1jOIY9Vzgt5B6sPHxTKhK5Wzana2ppMOLCgux77qenTLTMbEYd2R0MauWFbvZ9DzHRnWIwvzVpf6re+wHq1LJgY7KFA+J6hROif8eOSE0HuLllNyesf22PVTnVA5IopeRs9tWq+zarC1EaLXoEDbY3Fz/g/D7r/f9beccWvib/+KL3IHar62xyntAQQneEumdqzMbnMdqW92tZeWl1Tg8SXq109Zu8Q4HG9sEXr/dI1Vfry5Hz29QY5ykgTv7XkHq+udtCG6v91XQPL+LvpbmShYgUvhysin1O6sPHoCU9/d6ve1kXCOIqLYxeAti3EufZfkd+nE7NRE1SAbs+vjL0AnvW08HJKE9YKNAzNkuEXHK9W185FKPPm/53FBWWtQU+FFt+LVIVcIvX9OWmvjRysFureiHZV4bV25aqP/9vNz8fKaMuFgJ7kR4a8B5E/b+Dj8Oj8bdjtMS8Xvnp5U1LCeHfDBph90Bny14rrUREREREROoVqWIBj83Wf6m1gSiyL5eEeLUGabiPTjrXcQx6rnBL2D1IEGoVktO9vMZTsw/4syONwOypPLdmLS8FxMG5MX0Hvr/Y4M7dnB78BsenI8hrrtv6x2gstYCpbzZuScsOVAjdB7bzlQg6sGdTFUrzNyUvHJtkqhckQUvYwG32i9zqrB1nqJXoMcDqBwqYH2mCQBL7wA3H23x8OHrvgdJnS4CHs7+D+/56QlYVjPDpi3eo/fslNH9sG/istRrZFxSI3asRIZF9Tr0LEGLNtWgbsWio0niQRupSfH47lrB2Jozw5YsaMSf3pvK+r8vK7GLZBMbxCPHKRldsD9kNxMzXaO3Ba+qSBXdTvhCq4MZ0Y+77az6DLbVj9HEVFsU54qRWETZ7fh8XH+O0AeH3dmSGbfyQE6gHrOpCMnmnH9K1/hbsFGlxlq6puxYoezI6LFIaG4tAr/2fYjrhuQg+Lnfo+1L92GC8o2oTEuHn8/73r0nfq+cOAW0BrE1OKQkNY2AZfmdxR63UdbDqo2+iUA878QD9wCWhsRga55LTeO5HSi2WmejZPstCRDAVGu90vV7uiywXnDMbRHB7/fJy3yvnvikx1ocZh120BEREREFFnkmeLe9wjyZIflJRVhqpkYrftMIxNLol2kH+9oEaoBEbXjXRFBx1vPIA5g3XOC3kFqeaBTrZZy30gkBKbOXLYDL63xDNwCAIcEvLSmDDOX+WbMWF5SgYJZq3Dt/PW45+0tuHb+ehTMWqX4nTXyHfndr7QHu3/3qy6e3xH9Ky3qYtUMNLsqj5tajoisRx4PWbzlIIpLqxT7yf1dk7yJXKOi5Toneg26a6HO9rckAStWAOef7xO4hbVr0eH9RTjRo5fQMXnsN3kY2qOD0P6eMqIX1k+7GJkp8QLv7PlarVVYAhnHUbL35+OYssicMUTbL/9mXXkWCnpnua7//gK3ZHoD76dc1AuLJg3F2gdHYHR+jitoaHz/zhjWs0PAbdQVOyo1A9Ql+G8Lhyu40krtoWg5RxFRbGPwlgWNzs/BizcMRHqyb2MrPTkeL4Y465BawI+3IyfE0pKa5fEl27FsWwXOm+3sGHr52fdx4U3jkH3c2bGzNbs3Rt8yD/8suBYnEsQbJLcWdHctbyi/96d+1ha3wbnGtNZSiAB8Or203s+9EWFGw0Z+j9H5OVj74AgsmjQUcyf092h0GjE6PwfrHroYU0f2UXzeu6NVNYAsNRFTR/bGlIt6aW7PuwOPiIiIiCiWiGTljYTJDmZPLIlW0XK8o0EoBkS0jjfgPOaRcLyNDOJY8ZygdwDIqkFoejWddGD+F2WaZeZ/UYamkw7X38tLKjD5zU0+KwlU1jZgssIgt97vSItDwpKt2oGLS7ZWePw2DtcJLmMpWM5bZnKC7nLdO6QIvUa0nJLjjSdNLUdE1uI+ZiEHyp432zdQVk/wjeg1Klquc4GMtSi2vyUJmDULsNuBSy4B1q4FEhKAdu2ANWuczxcUCB0T9/E/Pfs7oY0dT11xliuoSeRzTBjcVbOMWtssJy0Jz1830DW+9Nat5yA7Vbu9lJEcj7kr9wiPj/nTPqkN/nHtAFf70N9Sxt70BN53SElAz1OMX5f9Eal7enI8RuVla5YJV+CSlTLyRcs5iohiG5dNtCh5vd71e6t+SfUoYViPLAw1IYrbm8i63a76lFbh7oWbDAVqyak9JUlCZa2xjhF3lbWNuGvhJmTWH8VTaxbgt9v+hzaSs+Pom859cc31syHZ9McnjujbUXXNcyXynhrfvxNeW1eue3tq3BsRZjRs3N/D7FT8cXYb7hnZG6dnt/NZ2sF7vW9AeT1q+Xu3eMtBoW1yXWoiIiIiikXhXJbAbFr3BeQUTcc70oViaT+RrNuRcLyNDuKMzs/BiDM6YkFxOfZV16NbZjImDuuOhDbmzj0V6QcDWgeA7nxzE2zwTNCkNgAkD3SK9I1Y1YLicr+Dqw7JWe7W4T3Q4pDw0Iffapaf9uG3riUQAf3fESO/jUAGE0W+I99V1gq9/3eVtRje5xQAwMRh3fHksp2a+9duc5YzqqZerM9VtBwRWYfamIWcDco72FntmmS3eU4y13ONiobrXKBjLa72d+lhDCtZC8yYAWxyyyh1zz3AAw8AnTv7vFZt/6Unx+Pmc3MxZUQvw+0K0eMtm1O0G/8q3ofL+3fCqLxszXFBf9fEx8dpt5fMnnZQ23AS97y9GSUHj2DamDxdK9coBd5PflM5I5gEoKquCVPf3ep6rdnfc5G6H3Fb6lGNkXarGay2/Hk0nKOIKLYxeMvC4uw2FPTKQkGvrKBtY3lJhc9FTK0BEme3wW63GQ7cApyNg837a/DSGu0ZfKIeXTkft32z2PX3J2cMx18vvh0/t8sw/J73vbMFjS0O4QalfNFPa5tgSvBWh5QEPHlFvsf+rzGwXrkslI0jPYMvagFkVorUJyIiIiKyGistS2AGsyeWRJtoO96RLBQDIpVHT5haLlyMDuIo9VG9srbM1IEWPf1gQOsA0ONLdnhkldIaAIr0wNR91fW6yq3fW6W51A8A1NQ3Y/3eKlcfp97viJFzoZnfQ6XvyIEasd+he7mENnZMGp6r2S86aXhuQAGLSfFxppYjImvwl43VBmc2KPdAWUD5mjSoWwY27qsxfI2K9Oucv+uDP21aTmLektkYNru49cGUFCAnB/joIyA/X/P1evefnvJqx/uFz0oxp2iXT/nquia8tq4cr60rR3ZqIh4fd6Zmm8shSVhfWoXDdY0e9dAKmPndr7ri2ZW7NfeJEfJSzgCQ1ylN+HWBtNfVAiUDYeb9XjgCl8IVNKYl0s9RRBTbGLwVw7Rmakx+cxNuKejuE3FvtEP41PYJeGJ8PkblZetKX6qmQ90RvL1oGnpXHXA99sffPIAleRcE/N4/HdM382z62L4YnZ+DFoeE7NTEgLKKZabEo3jaxR6dNC0OCYVLxfaZFRpHgQ6+WC1Sn4iIiIjISjjZIbbweFtLsAdEqgUnbomWCxcjgzh6s4kYEdg2PF8lSdrDvaEITBXNIKZXt8xkXeWcKwb4V1zaGryl9zti5FwY7O+h3v0kmzbGuZzP/C/KPDKh2G3OwC35eaN6ntIOX5ZWC5UjosgRSDZWpWtSoNeoSJ6A4e/6oHaFj3O04P41C3DnV+97PvHII8C99wJZ4kkY9O4/PeW9y7Y4JLz99X6/r6usbcTkNze5lm0ElAOa3bkHNysFzNTUNeLhj0qE6m3Uy2vK8MaNg4XKTh3Zx6Otp3e5Ra1ASaPMvt8LJHDJaNvSitmuIvkcRUSxjcFbMcrfTA0Aroh79waY0Q7hZudqhrrSlyqSJFxdshKPrHoVGQ3HXA8PvntBQNm2jLIBKFy6E7/+ZQ3ya4echjlF+mcRyM2fp644y2d2neg+mzqyD97+er9lGkdGWTFSn4iIiIjIKjjZIbbweFtPMGdyZ7ZLNLVcOOkZxDGaTcT99f6Oh9FtqAXz/FTbaHrmBT30ZhDTQ//SfqJ5SzzL6fmOGD0XBvN7GMgSiNPG5OHekafjqWU7UF5Vj+4dkvHwmDy0TQg8G9aDo/tiwXr/g/QPju4b8LaIKHSYjdU4pXaC1vVh+ti+KFy603XNiW9pxpUlq3DX+vfQ7Uilq6zUpg1su3cD3bubWrdA2jreZQDgjXVlusbkHvplqeMVOyoV20DuvIOb3QNmlpdU4O6Fm01fMtGbBGDKO5uRnhyPo/XNqtvLTk3ElBG9PB4zMl5p9rL1wbjfMxK4FGjbktmuiIjMweCtGKWnUeLeABuVl20opWx1XRPufHMTbi7obqi+ADB0/za8vehh1987Ts3FtF9PwdZOpxt+z0DJDbX1pVUo6J2F7lkpQq9LbxvvsfykVpCV6A1X96xkrH1wRNAaR8Ga0anEipH6RERERERWwMkOsYXH25qCNZM7O1VswpxouXATHcQJJJuI6ECTkW0EGlQWLMHOUqZ3ab9zunfAPJT6fd9zuvv+ZkS/I/K5cPKbmxTfW4L6uTBY38NAlkBcXlLhsRTnF7uBFTsO4fFxgfd5bT1wRLhcQW/xLDFEFF7MxmqMv3aC2vXBbrfhnjfW45HVr+L3m5a6XlvVNhWbOvdFmxefx0UXDwxq3fSUUyqTnhwPAH6XNvZ2pL4ZX+4+rNoGcqfWHtJqQwXDsYaTrv9Xu2d6fNyZPtf+QIIdzQqUtML9nlltS2a7IiIKHIO3YpSehoV3A0ytISFi8ZYfdb7CuYb4pK8/woOf/8v12FMX3ozXfjUeJ+P0f4XtNuDGYd3w+pf7dL9WzR1vfoOnr+onfHN007ndcU6PDoqdRt5BUlmCM2pPbZ8UUONIKzhr2bYf8ejiElTXtTb0zZrRqYaR+kREREREyjjZIbbweMcOeea9VgBJToRlWhPppzCaTUTPQJORbQQSVBYsoQoo07O0nz1ObDtq5UT7sjbvr/H7vNr5MFjfQyNLIC4vqVAMQqusbfBZrsqd6KTK4r2HhT5H8d7DDN4iiiDMxqqfaDvB5/pQX4/RK9/F1gWzkHSoNdNW4UW3YtUFl+PBqwZhVIiWchYpB0CxjN6gLXcfbP5BOPmDUnso4BV4DLDBGbCW2MaOytpG1+Na90yBBDt6v7bFIWF9adUv12Fnu2Nojw6WX3bQqpMViIhiFYO3YpTeRol7A0ytISHyHlV1TchMifcIAtJy1bcrcdvXH6Hvz+UAgJM2O2665gmszR2gq/7u/jiiN87p0cHU4K3jjS24a+EmTBqei+zURI/GoZJ3vjmAP1zc26exozRDIiM5Hmlt26D2xMmg3Zhpzd7YvL9GcRZhhUkzOrUwUp+IiIiISBknO8QWHu/Y4D7zHoidTGtGsonoHWgyso1QL1ElEpwTyoAy0aX9Dh/X7gPTW05J00kH5n+hnuEKcAZQ/emSMxQzXYkwmtVm2pg8/OmSM7CguBz7quvRLTMZE4d1V6xHi0PCQx9+q/n+035Zrsp7+U7xpYxEzw/RdR4hinZWyM4TSQwFpFRWAv36AYcOAQCSAEhduuBQwUXYeNeDGNk5Gw+b0P4WrduIMzr6Lff4ku0AbKZnuKpvatH9Gvf2kGjbKDnejvpmh+5tKZEA1NQ3Y8EtQ9Amzi50z+QvKFJNRnI8BnXLQHFpFQ4da0D54Tq8vq4MR060ZgCbt3oP0pPjMevKsyy97KAVJysQEcUyBm/FKKONErnR5d6QKNpRiVfXlQu/xxX9O+O1deWa2z31WBU2PH+j6+/qtqkoHHEbPjrzIsAWWGMl95QUoc9vAxAfB+hpp87/ogxjz8rG0m8rNcspNXbUZlHUuM2QMOPGzLszsKauCXcvVJ69oZaOXiaBUfdEREREROHCyQ6xhcc7eEQz2oRiG7GYac1IxjG9A01GMpaEcokq0eCcUAaUedfpi91A0c5DPnUKxX5aUFzukdlKiUNylrt1eA9D2wgkq01CG7vQdtfvrfKbCaWmvhnr91ahoJczK5bepYzOyc3EvNV+q4JzmJ2HKOLEYhvBKF3thKw2wH33Aa+95lnopZdgu/FGdExMxJgw1G1Bcbnfcv6SCBg1uHsm/rfjJ12vcb/Olx+uF3rN1FGn48llO3Vtx58/LNqMWVedhfH9Oys+790mnz42D3cv1LfSUE19M4Y8VeT3mn6kvlkzq6a3cNzvhXqyAhERaWPwVozSmqmhxb3RJTckhvXsgMG5mXj4o2+FMmqNzMvG4NxM3P/eNhxvPOnz/MV7vsKrHxR6PnbbC6hJThOspTZ5eUH32axKJOgL3JKt3HlIqJx7Y0d0DfC0tvE4cqJ1H+u9MVPqDLTblI+/6HeCUfdEREREREQUqfRltAnNNmIt01qc3YZx/XIUs37LxvXL8fj8egeajGQsCdUSVXqCc0IVUKanTqHYT/uqxQaBRcspCUVWm+LSKuFyBb2yDGWOcfiLcvuFaDkishb3NkJlbQOqjzciMyUBaW0T0OKQoratoJdIOyGz/igynp4BvPsGcORI6xMXXAAsWwYkJ4etbgBQXmX8mhaIjOR43Hhud7y2rkx45Z2M5Dau63yLQ8KiDfv9viY7NREdUhKE3v+i07Pw2feHhcasjpxoVl0xRq1Nfvv5uViytcLjcZsNkDQ2qGdZSqsmQGhxSDh8TCwA0IzJCkRE5J+xPNIUci0OCcWlVVi85SDW7T6MdXsOY/GWgygurUKLQ/J4Xn7MH3mmRnaa+EX37a/3K7736PwcrJ82Eu0S1eMBbWidKTkqLxsvXDcQiW4pxE85Xo15H8/yCNx68Zyr0P3B/5gWuJWcEAfHL/trdH4OnrtuIMxuLzWcFEvz6t7YEV0D3G634a1bz8HcCf2xaNJQrH1whK7ArTvf3OSzHTP6ahh1T0RERERERJFG7T5ZDlBZXlIREduIdC0OCUu2au+HJVsrPPqjjAQxqfWDZaclKQ7wycE8gO8Cc2YF8/gLzgGcA37yZ5cDpdS26N73Fqo6hWI/dcsUG0AXLadG73dEP9FOOGc5PZljZB9uPii0BdFyRGQ9cXYbjp5owtPLv0Ph0p2Y+u5WXDt/Pc6bvSom2xVKY2Na7YTM+qP4x5Knsemf1+OMl591Bm717QvMmgU0NACffRa0wC1AvA3z8ZYfglYHLTOvPAsJbewY10/8mjesRwfXdV4OLPTn2iGnoaa+Sej9O6QkYsdfR6N9klg+EgnAwx99iya3sTqtNvnLa8owfWxfLJo0FHMn9Mf0sX01A7f08r5WW8HykgqcN3sVCpdqZz4zo21JRETimHkrAihFg7tLT44H4BnpLTpL1H2mxoLiMiwr0U6FqpVladV3Pylm0pJJAC47OwfzVu3G6+vKXRmkbJID/3r3MZxfvhkAcNJmx/whV2JuwQQ0xJsbzV3f1ILrX/0KmSnxmDE+HxkpiaYEL+mhNONQNPipuq4JdrtNNeWrGtHMXkYx6p6IiIiIiIgiiZGMNqHaRiiygVmJyIQ27/4oo9me9GY1M7pElegymXqXfwxFdii9dQKCv5TXxGHdMWPZTs2BVJvNWS5Qo/NzMOKMjlhQXI591fXolpmMicO6I6GN+hzoppMOofLn5HbAvNWlfutwTq5zvxpZyuhAdZ3Qa0TLEZH16F1ONVq1OCTMW7UHr68r81itJCfNuRSedzuhy9GfcOPGT3D9lk+R3OyWbei994ArrwTsocl14a8NIzvWYGBZGAE2AGnJ8UhqE+cRZOXe1lxeUoGXNTKieutxSnvX/4teu7pnpQhngSzaeQizr7bjuiFdNTO1uquua8bQmSvx1BX5GJWX7bdNXrh0J9Y+OAJxdhsWbzE/wNlKCRDUziHezGpbEhGROAZvWZzIRVQpPaeehrq8/OGhYw1+g7cA5UaG3CHpz/wvPBtWPasO4Knl83DOD9tdj4278Vns6NjD73t5kzvm6ptO4ugJ9SAywNlwu2vhZlx8xim6t2OG6WP7enTiZaUkCr/WSCNPNLOXEZkp8Yy6JyIiIiIioohiJEAlFNuIxQFZIwEqgQQxyf1govQGfOkJvjPy2YMdKGWkTnK9grXcZ5zdhrbxcahvUh/ITo6PM2VbSsfvlbVlqvt25rIdmP9Fmcfk0CeX7cSk4bmYNibPo6zdJlY/uZyRDHNNLWID4aLliMhaQhF8HgmWl1TgoQ+/VR0bu3vhJtx+fi5eXlOGAQe/w0dv3u9RZlt2L9gn34H8R6cCcXGhqjYA/22YYJ+dJQA3n5uLOy/siY37anyu2UYSAbi3q4KxxPORE81YX1rlN1Ort+q6Jtz55ibcO7KPrjZ5MJIVWCUBgp7ja1bbkoiIxDF4y8ICyZZkpKEeSKNKb3BQSmM9/rnkaRTs24LElpOoi0/Chq5n4vYrH0VzXLzw+7iTAEwYfBrmFO0Sfs3K7342tC2j7Dbg1vNyUbh0p2cHW2oS2iXG4Xij/9kU5Yf1z4wLZlT/jPH5UX0jSERERERERNHHaIBKMLcRqwOyRvujgh3E5E404Etv8F0gnz1YgVKB9A/qDYwTtaGsWjNwCwDqmloCCrYE9B+/mct2KGYAcUhwPe4ewKX3nGAkw1x2aiJKfvS/jexU8YmkRGQdoQg+t7rlJRWY/OYm1eflNtPXqzehePMiZK9c5vH81Bufwq//dCNGn9XJtDqJZtyUjcrLxr0je3usUAMAmSkJqKoTW0rQn4zkeEhQTv4wp2gX3v56Px77TZ7PKi96x/oykuMxtEfrd03vtSu9bbzHPlBTvPew4QQFr38plq1r3Z7DOHSsAVkpichOTcJPtdrZ0URZadlB0eM7fWxf3FSQG1X3HEREkYDBWxYWaLYkvQ11oynnAX2dmXd89T6mffaG6+9VPX6F6ZfchYNppwq/h5JL8zvitMy2Ab1HsDkk3+xjAHQ1Ahdt2I8pI3rrajQZieoXmeVxx/m5GHO2eTc5RERERERERKEQjKwAgW4jVgdkA+mPCmYQk15Ggu8C+ezBCpQa1C0DNhv8LlE4qFuG6dtWE4pgS73Hr+mkQ7GPz938L8rwp0vOcC2hWC04IC+Xk7OzqAUpSPDNMJedJtY3KlqOiKwlFOdDKxNZAWbgDztx7db/4ortq9BGcrge//62P6L6wen4W48OprYT9C53rVQ+vW08bi7IxWmZbTH13a0B12nKRT0xddTpAIB5q3ZjTtFunzJqgcl6vzu//VUXj/2pNzvqzQXdFevny9gxUwtgUzJv9R7X/6f/EvxmRjY0Ky07KHp8s9onWqbORESxJDSLOJMhZjWwRd9HblQBvs0gfynnRTokUxuO46nl8zwCtxYMGINbrn4s4MAtAPi05CcULt0Z8PuEg9wITIr3/5OsrG3EhrJqXe8vdwZqNbW8D2t2WhJevGEgXrxhIHLSPI9vh5QEPH/dQJ/070RERERERESRwN99sg2Bz5LXu41YHZCV+6PUBsaUAlS8Xz+sZweM798Zw3qaOyCrh57gO1mgnz0Yvi6v1gzcApyBXV+X+/ZNtTgkFJdWYfGWgygurUKLw4x8FaEJttR7/BYUl8Pfx3NIznKyzHZi2a5EyykZ0DXd1HJEZC2hOB/6E6xzvQitc3Wvw/vxxruP4cO3HsA1JUVoIzlwaNgFwIoVgCSh10vPAjYb/rPtR9PqLWds9K6THBi1vKRCqPzRE814tmgX9lefCLhOAJCRnOD6/7e/PqBYRv70T3yyw2Nf6P3uvLymzOdzytlRs73GlbLTknyCxaaM6I30ZPXVeOT2cqAB6+lt43WFfx39JeArzatucl1F30vrs+llxm/PCucQIiJSx8xbFmbWxVHP+xhNOT8kNxPpyfHKEeyShDHfr8NjK19Gx+OtHTvD73gFB9KzxT+IgBqTUsqGgwSgodnhtxwAVB7V14gXme0w79oByEhJVJypapVZrERERERERERm0JsVIBTb4GCKMXqXKgqWaAm+Ky6tEi5X0CvL9bfezCN6BJKhTJTe47evul6ovHu57FSx365crsUh4aEPv9UsO+3Dbz2yuWWliAV+iZYjImsJxflQSzDP9SKUztUX7/kKV5aswqXffwm72165fOLf8eBjN+LUnh2CUm+9GRtFyr/8Ranf7dp/yY6pFbZTuHQnXllbhgmDu+rO6urvO6ZEaVlvPdlRbz43F3OKdvk8LrefL83PBiQEtJThzQXd8WzRbuFMWq6EC23seOu2c3D4eKPrM6zYUenzfVJztL5ZMcOZXmZ9h8N9DiEiIm0M3rIwI40kd0YvsmqNKsDZMaPU0Fqxo1IxcCun9mcUv3Cz6+/SzM545Nd3Y/1pZxv4RP6Fbo5HeBUu3Ym2CXG6GmVGA/OA4KXiJyIiIiIiIgqXQO6Tg7GNWB1M8bcEktJyg7JwDyK7MxJ8F8hnDx7R3rXWcnImEe9Xqi3J5E4k+C4UwZZ6j1/XjGSh8u7l5N+41mCveza+9Xur/C71VFPfjPV7WwPpVnz3k1C9Vnz3Ey7oG/hKCEQUWqE4H6oJ5FxvFvdz9XVbPsVT/33O4/lP+5yLF4ZejW05fVzn02DVW+9y1yLl6xpbNLdpAzBpeC5eXlPmNwip8miD4HKEnkFxWt8xtXqrLevtb1xJqR3nTl7G+bV15XhtXTmSE+J0L2Uot5+njOiN07PbCwdd4ZdtVNY2wm6zYXz/zq7H5TFUtSUpvd8j0Pacmd9hI+cQq0yUICKKBQzesjC9jSRvgaRW925UaXWGjcrL9ulosjtacMPmZXhgzb9dj70x8DLMvOgWNLZJQChkpsSjuk5sLWsryUyJR01ds+bxrqlrMnRjoWe2AxEREREREVkHO82DIxT3yaLbCOeAbDjpHfyUWWEQ2Z2R4Dujnz2YhvXIwrzV/jN/DOvhDBbSm3nEnZ7gu2AHW+o9fn1ObSf0vu7l3H/jgP/fuJEsaEYyghFRZAlF8Lm3QM71ZhqSm4lRR/filmXzMWy/Z2bCX98yD9+f0h34pT6P/SYP+KVewai33oyNZmTe/OeE/risf2cMOC3DbxCSnvFE7wBmte+YFr2fT60d5857VcD6pl+C27wayhnJ8aipb/bbfh6dn4MRZ3TE0JlFusYODx1r8LkXG9QtQ3VJSm/e7Tk993V6fnsAhN5XzznEShMliIhiAYO3LM5II8ls/jrD7h3Zx6Nu43Z8jhn/fQ6pTc5OgJKOPfHCOVdjad/hIaw1MP2yM5GdmoRXvijFyu9+Dvr20pPj8dy1A3H0RDMKl+o/XnIn0PSxfXH3ws2aZQO5sYiz2zAkN9PViNtQVs1OfyIiIiIiIgtjp3lwhSLbtOg2wjEgG25Glhu0yiCyOyPBd1ZcanFozw5IT47XzPiUnhyPob98n0MZfBfMYEu9x+/rfdVC7/v1vmpccEZrhit9v3H9WdC6d0jGFwKJVrp3EMscRkTWFOpJ2pYINv7b3xC3fDnmr1zp8fCkKx/Fit5DXX9nJMdj5pVnYXR+DopLq4JWb70ZG7PaBb5c7U/HGgG0Hv831pWhcOlOw++nldVV7zZE9occtFR59AQKl+40vJKO9MsLby3ojpF52apLGSpdWzfuq9Gd9KH8cD3Om73K472NJI84dKxB932d6G9v3qo9ePvr/cLvK3IOEW2rcZIREZF5GLwVAbwvolkpiYANOHSsEYX/2a7aQDCjo0qkM+z1L8sAAKkNx7Ft7gTX8/XxiXjqwlvw1oBLIdnsuOj0U/Bd5bGQBaHtr6rDFQM6Y1jPDvjPlh/xh3c2uxp1RozKOxVFOw4BUO7AmXXlWSjo7Zzl9uv8bLy2tgxPLhNrOLt3Ao3Oz8ELdhse/uhbzcaf3Chbv7cKdptNuGHETn8iIiIiIqLIYbXsQu7YUR8csZY128hyg5YYRFYgB+Y8vmQHKmv9B98Z+ezBFme3YdaVZ2HyL9mhlMy68izX9zHUwXfBDLbUF1gl+ntUzngh8hvXmwUNAO6/5AwsWL/f72vuv+QMgboTkZWFIvhcFrZgY0kCioqARx4Bvv7a+VibNjgw7hpMzb0U37RpDTpKbxuPmwu6Y8qI3gFdo0TpzrgZwNiUzD1rYpzdhqz24gFhRrK6xtltuKkgF6+sLRP+nGr3B/6WSDTi4y0/Ir9zGjaUVWNUXrbQtVXvsU5sY8Ocol0+jxtZ9af8cD2eLdql675OtL5KdZTf97nrBiAjJdFnv2idQ0Tbag4HfJJZcLyRiMg4Bm9FCKWLaHFplVBwTyAdVSKdYUfqmzFs3za8+c6jHs+N+/0c7Mk6zfX36u9/xj+vHYDHlpSEZDnDOUW7cXp2e4zOz0GH9okBBW7ZAJQcrMVz1w1A4dKdfjtwVuyoxHOr9wi/v/d7jM7PwYlmB6a+s8Xva+9+axOOnGjdn1oNIyt3+hMREREREZEnK2YXknFiUHCFckA23IwsN2jFjFWePD+JpNIpNahbBmw2aPZZ2WzOcqE0Oj8HZ3dJxbYfan2eO7tLqsdvPBKC7/QEmgoHVvXsgHkCfX9q9Rf5jevNggYA728UW8Lp/Y0HcOvwHkJliYhCHmzscAD33w+sWwds2OD53J496NqtG94ROLcHs956MzYermvUvQ1v3TI9syaK1nvqyD4+WZlEs7rq+ZxK9wfpbeMxvHcHfLKtUqiuelTVNWHqu1sBiN+H6D3WjScDj7qzAeiYmohFG/brvq8L5Dclb2vKos0eS1CK7CvRttpdC32D/TneSERknD3cFSDjQtFR5e+1px6rwtPLnsWitx9GnOQAAHxw5kXo/uB/PAK3AGfj4/El6pnCgmHah9+ixSEF3FknN0QyUhKx9sERWDRpKOZO6I9Fk4bi8wcuQlrbBCzechDFpVVYts0ZIOUeUKVl+ti+WPvgCJ9GTHaqWKPMeztyw2h5SYXH4/46/QFn47DFeyFxIiIiIiIiCgs9AQ6hJE8M8q6b2v0okRZ5UBDwzVGklhXCihmrgNbfRmWt5wDtT7WNir+Nr8ur/U42lCRnuVCa9O+vFQO3AGDbD7WY9O+vXX/LwXdacsIYfLe8pALnzV6Fa+evxz1vb8G189fjvNmrAj5PDe3hDKzSkpEcj6E9jAefyVnQtLhnQQOA8qp6jdKtRMsREQGt53q1qQI2+J7rDWlpAW68EYiLA+bMcQZuJSUB99wD/PCD86LYrRuA1iDY8f2dq68oBeUGu95yxsZsr+tgdlqST+BKoG0Smw247pxuHo+Jfr4pI3r5jGspjUmpEfmcavcHR040ByVwy5u/+5AWh4Ti0ipUHj2BzJSEoNfH27VDTvPIyupN7b5uSG6m3/aGP95DfiL3bIG0wTjeSERkHDNvRbBQdFSpvlaS8Mcv38Z9a99yPbRgwBg8fcGNOJaYovwSOCPhQ6mmvhnr91aZ1ll36FgD4uw2DMnNxIayahTtqMTdCzd6BKTZbWIZcOWZozcV5GreWKjNPFWjFqVv1SUFiIiIiIiISJkVswtZORsYRS59y9UZy9YVbEZ+G1+WHhZ67y9LD6OgV5b/giY40dSCFTsOaZZZseMQTjS1oG1CHOLsNuR3TtXsc8rvnBqW4DsjGehFswqKLC850yuwyp1oNrDR+Tl48YaBeGzxdvx0rDUoMDs1EY+PO9On/i0Oh2p9jJQjIgL0Z5nSraUFeP99oLAQ2L699fGUFKC0FOjY0Zr1hnjGRqPjPTJJAkb8/TOP65Hez+c97mNWZkqtNlCoaN2HBGPJRlFyG6LxpNh11/u+bsWOSs0MnEaI3LMF2gbjeCMRkTEM3opgoeioUtpGl6M/ofB/z+OivRtd5a66/mls7JJneDvBVFxahamj+iA7NUkzsl3Eqe2TsLykAo8v2e4zi1ImGkguAZgw+DT8Z9uPig1jueGt1Qmk9d7eDSMrdvoTERERERHFItGBEitmFwp0YpCeQSKKLaKDn0BoBmP1MvLbOFhzQui9RcuZ4allO4TLFV5+FppOOrByp3aw18qdh9B00oGENs5FIELRp2kkmE5vsJccWPX4kh0efY7+liMysuysTfCrfFxwJQDRckSysrIyFBUVYcOGDdiwYQO2b9+OlpYWFBYW4tFHHw139SgE9AZaC2lqAsaPB3bsAPbv93zuu++A008PsNZBqrcXkaVwRdouZ6ksWSxTuh4Z/XxGrkVqn9NfGyhUlNpaatf2YEpJiMP5fbLQ85T2GNazA4b26CCcKdn9vk5uy2hplxiH440tuuvo754t0GBDGccbiYj0YfBWBHNv7CmRg4PM2MbkNzch4WQzPn39D8itPgg7JDTGtcF7Z43CUxfdgvqEtsLv2TbejhPNoZzdJWHFjko0nNTfgJHJnUY1dY24a+FmU2plAzCnaJfr78yUeFzRvzNG5mW7OidH5WUjPTnecGS9e8PIip3+REREREREsUbPQIkVswsFMjHIyCARxRaRwU+Z0cHKYAUQGvltdEoX64NRKhesz6F32b0FxeV+JzI6JGe5W4f3ABBY8J3o59YbTGc0q6CeoENAf4CYWnl5KU7v8j+qTDb1JlqOSDZ37lzMnTs33NWgMNN7zlPV1AQsWAA89RSwd6/zsYwM4N57gT/+EUhPt2a9TaiHWttlXL8cvLymTPP1atcjPZ+vxSFh3qrdmFO02+c5+Vr03HUDkJGSKLyvrBags27PYRw61oCsdol4fMn2kGcEO9Hcgk9LfgLwE+at3oOctCRMH5un+75OJCjueGMLMlMSUFPXZOhzqh07reQS3m03LRxvJCLSh8FbEW50fg5uPz8X878oU+womVO0C29/vT/gjtBrtq3AM5+23px91TUf0349BXs7dNH9XqEN3ALa2O0BR9ZLAKaPzcPDH39rVrV86lNd14xX15Xj1XXlrs7rtLYJAaVEdW8YWbHTn4iIiIiIKJboHbS3YnYhoxODjCxfRuSPkcCZYAUQGvltFPQ8Bc9/ttfvawp6nuLxdzA/x2mZYhM05XJ6g71kRoLv9HxuvcF0gWYVFKE3QMxIQFmXjLb4Zl+N37p0yRCfiEsEAFlZWbjsssswZMgQDB48GK+88go++OCDcFeLwkBPoLWP2lrggguAffuAGrdzVW4usGULkJpqSh2VBFRvEym1XQZ1y8AFz6wWGsNSux6JfD7nqjI7VFeokbc/ZdFmj/FGf20MqwXozFu9R/drMlPice2Q0/Dc6tKAt+89Vlt5tAF3L9yE28/PxctryoTu61ocEtbt+Vloe+P65eBfX+7TFVQl83fslJJLpCXH46nL81G4dCfHG4mITGYPdwUoMMtLKvDyGuXALZncEbq8pEL3+7ccr0PVXfd4BG5907kvJlz7lKHArUBd0b+TrvJpbdvg7a8PBBxZf0GfU3DwSL3pa0urqTjagMlvbsK/i8sNvd4GZ4PavWEkd/rLz3uXB0Lf6U9ERERERBQr/A3CA85B+BavG3w5wCE7zbNjPTstKSwBT/LEILU7R6X7UaOfnUiEPFg5vn9nDOvZwW/GI+8AnUD6zdzJvw0t3r+NoT07ID05XvM16cnxGOo2GBvsz3FJXrbOcqK/W99yo/NzsPbBEVg0aSjmTuiPRZOGYu2DI1QDt/R87qyURKFayeWMZhVcXlKBglmrcO389bjn7S24dv56FMxapXgc9ASIGSkPAFf07yz0OUTLEckeffRRfPLJJ5g+fTpGjx6Ndu3ahbtKFElOnAB69wbS0pxBWjU1QHY28Pe/A8ePO7NvBTFwK5RaHBKKS6uweMtBFJdWKbZv4+w2DMnNxKntk3DoWAMWFJfrXnZQb7Yr+TqqFrjlTin4SKuNIdIGsrrqumac2yNL8z7HKHl3LtlagX9OGICMlASP573v65aXVOC82aswTzCQbMnWCtx+fq7P/aLWUJ/SPZs7+fuiNCZ6tL4Zdo43EhEFBTNvRTCtzk93Wqm9Nb39Npr//BCuP7DP9dClN/8DO0/tYbTKAevWIVlX+VsKchXTv+r1+a6f8fkusSh3M31aUqn7NVoNo1Cs705ERERERES+AsnqYpWlXgBj2cBCkdGGSIvRJfH0iLPbMK5fDl7SWPJoXL8cj/ePs9sw68qzFJekkc268iyPLAzB/hxHTohNXJTL9e+SjgXY77d8/y7pio+LZAox9LlFP/4v5YxkTlteUqF47CprnZMyX/QKsNUbIGYkoKxNG7G52qLliIgCcvw48OKLwN/+Bvz0U+vjAwcCa9cCbSM7C6D3Ur41dU0oXOo/Q6RSJkm99GS7Eh1LVOOvjaG1xJ4oI1mjzHa4rlH1Pkd2Rsd2+O6n47rfW77fmb6kBDVuAVEZyfGYPravR+CW3pWEauqa8PKaMjx33UBkpCR4fB/vXrjJtX2ZyBLV/r4vT3yyA2sfHMHxRh2CteQ5EUUXBm9FCKWTush6xzK5YfDGujJktU9UvDDI2ziy7yAuvbgfACAJwMH2p+DRX9+F1T0HB+GTiZFTbC7a4L8zCACyUxPx+Lgz0XgytEs0hoPd5jkTwl/DyEqd/kRERESxoqysDEVFRdiwYQM2bNiA7du3o6WlBYWFhXj00UfDXT0iCgGjWV1kVlnqBdA/MSjQz04UqFAtibdkq3bWqyVbK/Dn0X09+mBG5+fgxRsG4vEl21FZ2+h6XO7bcv89heJz6A1i6pQhNtFStJwSI5/78PFG1fLu5HJDcjMVlwZyl54c78pQ0eKQ8NCH32q+97QPv/UY5Na7b40ElFUK9hWLliMiMuToUaBbN+d/3Q0cCHz2GdC+fViqpYe/QAvRACzvJcKNBOe4c1+OTq5j5dETqK5rQma7RGSn+tZVz1iiGn9tDLk989CH3+pewebmc7th8dYfUV0XmpVv1JzaPgnDenZQvM+RGQncclfjtW9q6ptx18LNeNFuw6i8bENBdnJwXeFSZ0CV+7F/wa4/uEq03SWPN//tmn6A5Ax+43ijsmAueU5E0YXBWxFA7aQ+Jl8sjbm7wqU7Pd5DvjAsL6nAE0u2Y9iXy/DoqlddZY6dko1RN/wT9QnhmwEhX+IHdcvAf7b5T/0+fWxfXHdONyz8ah++cksbHko2ALcNz8X8L9RnW5qxDQCYd61nNL1Iw8hKnf5EREREsWDu3LmYO3eu/4JEFLWMDMJbmZ6JQdH22claRGaxhyKAUGRgNNDseoF8DtHZ/vLSR5VHGxQHD90Hjd3La312rWV5gnX8gnHeca/V+r1Vfgena+qbsX5vFQp6ZQHQv6/0HgsA2HKgRuizbDlQg6sGdREqS0QkrKYGmDvX+U8O3OrVC3j4YeCGG4B47aWCrcJfoIWeACz3rFUjzugYUAYs94xJK3ZUqgYYeQeFmDlBQuu95PbMvFV78Pq6MuFsnkYDt1IS4jBhcFe0TYgTXmJQjfv11/1zzCnaFdD7inrow2/RPinecJCdWnCdkWQOot8XpfFmjjv6UjtfeAd2EhEBDN6yPK2T+qvrygN6b/nCcPv5udj5rw9Q/O5fXM/tPKU7Zl14M9b0GIS05HjU64yUN1N2WpLftPPu1pUexpPLdvqsyx0q7jMjB3XL8GlAe2fKMrwdRmUTERERRYysrCxcdtllGDJkCAYPHoxXXnkFH3zwQbirRUQhZGQQ3upEJwZF42cnaxCdxR6KAMJQZNcz+jn0zPb3t/SRBM9lduLsNuR3TtUcbMzvnKo4SBjM46f3vLOhrFooGEseFC0urRKqU3Fpa/CW3qU1jSxT2yLY6ShajshMjY2NaGxszYpXW1sbxtqQqXbuBPLyPB+z24HLLkPLe+9jw4FaHNp+KCKy8vgLtHjuuoEoXKovAEsOrFlQXB5QBix5TAiAZvBYhVdQiJkTJPy9V5zdhntG9saUEb2wfm8V7n5rk98gLqMZt+qaWvDaunLcO7K3ode7U1pC8PUv9SVnCGTs70h9M9btOWzsxW6U2pl6kzkY+b4wEElZKJY8J6LowuAtC/N3UgecjQFJMrYWtASgTctJ3HXlEKQ11rken3XBTXhl8OU4GdcGNnjOKgu1KRf1xB8v7oMLnlkt/JpV3/0cxBppmzqyD6aM6OW6yCpFtcvrTBs5Zndf2BM2m7O7ZliPLAwNQhQ7110mIiIiMp/30ohvv/12mGpCROFiZBDeXSTfqwX62YmU6JnFHooAwlAEiOld2g8I/mz/ppMOrNx5SLPMyp2H0HTSgYQ2dkP1MnL89Aah6Q2+c0gOofLu5Ywsral3mdqfj4ktFylajshMM2fOxBNPPBHuapCZKiqATp08Hzv7bODRR4GrrsLyHT/hib+viZilwuQlcbUCLaYvLkFVXZOh999XXa/7NZkp8biif2eMzMt2XefOm71KaHxJDgrxdx2VaQUf6W0rxdltKOiVhWt+1RnzvygXeo1RizbsR3rbeOFMX95uLeju833858pdupZ/nD62L3LS2uKuhcrtDhE/Hjlh+LUyMwL1RL8v7hiIpCwUS54TUXRh8JaFiaRblxtS3p2fIvr9+D1mLf+nR+DWxN/+FV/kDnT9LcF3DeZQKuh1Cjbuqwl4Pe5gS28bj5sLcnHnhT0VO9O9L7pK60yLWPT1AVT/cmMwb3Wp6Tc6XHeZiIiIiIgoePQOwsui4V7N6GcnUqJ3FnsogietkmHOvVZGZvvLr9Hi/poFxeV+s0w4JGBBcTluHd7DUL1CEQCqN/guIzlRqLx7OaNLa+papjZV8HMIliMy07Rp03Dfffe5/q6trUXXrl3DWCMy7IcfgNmzgfnzPR+/7TbgpZcAuz0ilwqbt2q3ZsCOBBgO3AKAbpnJQuWmj+2LrPaJiuf74tIqoXEl76AQteuobOrIPuh9ajvc/UvwkRnX2haHhA82HRQub4QEoLI2sIDkkXnZHn8v21aBuSv36HqPL0sP4+XfD/YbZK+lc3pb3UFTMjPbmVrtLi0MRPIViqXbiSi6MHjLwkRP1rcUdMenJZXCgUCnHK/GI6tfxbgda2D/5bL7Rbf++P3v/grJZvfz6tBJb+ucKfifbT+Guyp+HTnRjDlFuzB35S6PDiu1znT3TpcVOyrx8ZYfXUFZWrzLmHmjE4k3U0RERERERJFGzyA8EF33ano/e6hEclazWGVkFnuwgydDEWCkd2k/I/tJb4CRaBYR93JGj9/t5+di/hdlkNx2rs0GTBqe63P89Aah6Q2+y2ovFrzlXi6QATzRJY96ZKUIbUO0HJGZEhMTkZgo9tshiyovB3JzPR/r1QsYMwZ49lnnSRmRuVRYi0PC6+vKg/Le8jVk4rDueGVtmd9rzU0Fuar7RW+Qh1xerR3k3aZRSjxgdLLFhrJqw0sihoJSwNPykgpD2bNWfvcz7nl7s+HALQA4t1cWzuqS5jdoSq2dOX1snmn3NGrfFxEMRGoVisy8RBRdGLxlYaIn61F52XjE7aKc1S4RkICV3/2E17wamyP2bMBrH/zV9feHZ16EGSNuQ3VymplVN8XNBd0RZ7dF1EXLe6ahVme63OkyrGcHPDI2D/NW7cacot26tmfWjU4k3kwRERERERFFKtFB+Gi8VxP97KESDVnNYpHRIJhgB08GO8Oc3s9tZD9V1oq9Ri4nmkXEvZyRei0vqcDLa8p8joVDAl5eU4YBp2V47F+9QWh6g++yBTNXuZcLxQDe7wafhsKlO4XKEREJ270bmDkTWLCg9bELLgCmTwdGjHAFbckicamwDWXVwsvuZabEo6auWVd2pMd+k4eENvaAA731XiPcy4u0g8ycbLFiR6Xu14Sa+/4WCfzWsnSb9tLIWjKS4zG0h7M98sINA/HQh9/6BIK1S2yDIbkZ2HLgqEeih+y0JIzrl4PCpZ7tz8yUBFzev5Nr6Uy9x9D9u1B59AT+smQ7jjWc9Pu6SBrTDTarZOYlosgREcFbZWVlKCoqwoYNG7BhwwZs374dLS0tKCwsxKOPPhru6gWNnpO6d+dni0PC3Ytao8NPOV6Dx1a+jMu++8L12B9/cz+W5F3obFdrtDJtAJIT4lDf1KI7VadRKQlx+FX3TLQ4JAzqlgGbDR6z6iKFaGd6nN2Ge0b2wenZ7X06+DJT4jVnJ5hxoxOJN1NEREREsaSxsRGNja1LAdTW1oaxNkQUKrxXC65oymoWawIJggl28KTRQU+RDHB6P7eR/XRYMLBKLjdxWHc8uWyn5tKJdpuznNL2ROqldSxk3sei8ugJoW24l9MTfDckN9Pv0kgZyfEeg3GhGMBbtGG/cLlJ5/cwvB0iihEffghcdZXnY4MHA+PGARpjc5G4VJhoXdKT4zFjfD7uXrhZeEm5289vzRAZaKC3fC3xF6Csdk0RaQeZMdlieUmFT3IJK0lvG49ZV52lO/BbSyBDmDOvPMuj3XdUoX1xvPEkVn33MwDnuOEV/TtjZF42auoacffCzT7br65rwmvryvHaunLDk1Pk70JxaZVQ4FZmSjwDkdyEIjMvEUWXiAjemjt3LubOnRvuaoRcICd1eW1uu6MFH775APpX7AIAnLTZ8ergy/H80GtwtG17AP6DoiQAdU0tAX8ePeqaWnD9K18hvW08+ma3j8jALZmeznSlDr7K2gZMfWeL3+0EcqMTiTdTRERERLFk5syZeOKJJ8JdDSIKMd6rBU80ZjWLBqJLWIYiCCaUwZPLSyrw+JIdHlmvslOT8Pg4z0G2/l3Thd5PLjeoWwbsNt9M8e7sNmc5mehyP3K5hDZ2TBqei5fWlKmWnTQ8Fwlt7K6/9dbLyLE4fLxJtbw773J6gu+aTjo037vR6/lQDOB9XV4lXI7BW0Skats2oF8/z8fGjHFm2ho61O/LI3GpMNG63HxuLsac3Qkv2G3CS8ot2VqBP4/u6zq/B5Ldyv1a4m/YLFxBIYFmsAqFuy7sifaJ8Vi85aBr/4finsq7/eMdVCUSsA4A1XXNeG1dOQZ1y0Dh0p1+y1cEODlFdN9c0b+z4nculpepD3ZmXiKKLhERvJWVlYXLLrsMQ4YMweDBg/HKK6/ggw8+CHe1QsLISV1em3vYvq1Y9PYjrsf3p3XEnVc8jO0de4ak7mY4cqIZxWXV4a6GS3rbeFw/9DQ8t7pU92srj55AcWmV38aJ96yG4lKxTpdAbnQi8WaKiIiIKJZMmzYN9913n+vv2tpadO3aNYw1IqJQ4L1a8DCrmfXoWcIyFEEwRoMn9S7FubykApPf3OTzeGVtAya/uQkvug2yLfxqn1CdFn61D7cO74GN+2o0A6QA5wDixn01ru+5zSa2z9zLTRuTBwCY/0WZx/bsNmfglvy8TG+9jByLI/ViwVtK5UQyjqwvrUK9n8mu9U0tWF9ahYLeWa7Hgj2AlxgfZ2o5IooxGzcChYXA4sWej8+fD9x2m/DbROJSYf7qDDizbk0Z0QtAawDWG+vK/C5Xq9SmDCS7ldq1RBbuJcD1ZLDyF8wdLE99+p3H3zlpSZgwOPh9LPOuHYCMlETVcUK92b8eXVyiuXKPN6OTU0TvN0fmZfs8xmXqzV2OlIiiW0QEb3kvjfj222+HqSbhofek/vX3lZhY9G/8ae1brsd+bJ+Fkbe9iKY28QHXJzMlHtMvOxOntk/Efe9sxk/HxDpDIp0NwKyrzkJa2wRDwVuFS3d6rEOdmeJMrzvm7E6arwvFjU4k3kwRERERxZLExEQkJiaGuxpEFGK8VwseZjULDdFZ9kaWsDQaBCNaJyPBk3o/R4tDwkMffqv5/tM+/NY1yLavul6oTnI5I9/zYT07YN7qPX5f4z3gPG1MHv50yRlYUFyOfdX16JaZjInDuntk3JLpXdIwq51YG8ijnOhYmMExs+K9h4XLuQdvAcEdwGuXIBaUJVqOSLZu3TqMHz/e9ffx48cBODMEP/vss67HN2/ezEkmkai4GDj33Na/bTbgiiucSyZed53ut4vEpcK06iyb5bW0XZzdhqz2Ytcos9uU7teSyqMnUF3XhMx2ichODW9QSItDwro9YtfI7h2SUV4l1rYJtoqjDZhTtBvpyfE4Wt8c0BKIam4t6O53PFDP90QCdAVuBTI5xeh9KZepb2XGcqREFP0iIniLdJzU583Dmf83F0PLnJ0sNUntMfmKh/HVaWeZVpfqumZkpyZhWM8OeGJ8Pu78ZXZgBK9sCABIjLOhsUX9U8jrkrc4JL8zMJS4B245/27GXQs3444fjvjMQHQXihudSLyZIiIiIiIiina8VwueaMxqZrXlSERn2QeyhKXeIBg9M//lQSqt7Ac5boNURj7H+r1VfpcprKlvxvq9VSjolYVumcmaZWVyOSPf88HdM2GzAZJGp5fN5iznLaGNHbcO978Un3cfmd9yoh1wbuXS24pNYBUtp7EpQ+WCNYB36FijqeWIZM3Nzaiq8l0hor6+HvX1rcEXLS3aGenIYj77DJgxA1i5svWx668HHnkE6Ns3oLeOxKXC1OqslSUonG1K0WtJsNqI3u9bU9eEwqViS0kCsEzglhK1AL5AKGWl8haKew8jgYRG7kvNWKZe9LtrtfsgIiKjGLwVLY4eBX73O+C//0V7AD8np+OvF0/CJ33Pd/aomGzdnsMYkpvpNz1rJNEK3LIBeH/jQZyRnYrstLaYPrYv7l642ZQG3EtrytCvSwbGnK1+sxKKG51IvJkiIiIiIiKKdrxXC45oy2pmteVI9MyyD3QJS9GBS70z/+PsNozrl4OX1pSpvue4fjmugSEjn6O41DcQQklxqTN4a+Kw7pixdKdmX5QNwMRh3QE4v+fpyfGaAWIZyfEe3/ON+2o0A7cAZ2CX+1KLemUKZtKSyx2uEws0ci9nKFvXL0QGANPbJgi9v1q5YA0y/lQrtq9EyxHJLrzwQkj+Tg4UGSQJmDYNmD279bE2bYAbbgCuvRa45BLTNhWJS4XprXMo25RGrh1KbcT0tvG4uaA7pozobfhYKL2vKBuA9kltUNtw0tC2tYzJ74hlJT8Zfv2R+mbce3FvvPPNAVPHPDukJAh9B0Tabt4yUxJQU9ckPFZpNEBM731poG180fsbq90HhRKD1oiiD4O3LErXCfejj4ApU4Aff3Q9dMN9r2FXs1gnghHzVu/BB5t+cF38RuVlY86KXUJp1SORBKCqrglT390KwHnhv/38XCzZWuHRIPBenzszJV4oben0xSX4db72OtOhuNGJxJspIiIiIiKiaMd7NfNFU1azUC5HItJfpXeWfSiWsDQy87/FIWHJ1grN912ytQJ/Ht03gM+hL39TnN2GhDZ2NJ50qJZMaGPX9b31rkEgx0O0PzM7VWzQUC5nJKtJdlpbsW14lRMdAMxqJ9bvqlQumIOM2WlJKPmxVqgcEcUYSQKWLQMuu8zz8dtvdwZzde8elM1G4lJheuocqjalkWuHWhvxyIlmzCnajde/LMesK8/Sfe1Re19REoAuGW2xo+KYwXdQN3FYLsb17xxQwonXvyzHzCvykZGSiEPHGrD7p2OYt7o0oHoVjs83/b5CDgycPjYPdy9UX+7Tu3wggYR67ksDaVOK3t/E8rKMsRy0RhTNYiJ4q7GxEY2NrbOJamv938CGk/AJd8MG4JxzWv/u3Rt48UVgxAhMLanA5F+WMwyWiqMNmPzmJrx4w0CMystGRrKxNOORqPJoA15eU4bnrhuIjJQEVyNlULcMbNxX4/q7srYBU9/Z4vf9quqahNaZNnqj49155l1P98ZVJN5MERERERERRTveq5kvGrKambEciSjR/iq9s+xDsdyQkZn//l4DBP45hvXIEhoMHNYjC4BzmUWtwC0AaDzpcC2zuKGs2m/mhiP1zR6fOytFMGOVV7lgLkmpt7zR1+gZADT6vQ32IOM5uR1QtPOQUDkiihEtLcA77wB//zuwyWvM6KuvgCFDwlOvKBLsNuWybT/iroWbfR7XunZotRFlR+qbdV97RN5XhGjgVlK8HQ3N2m0fwDMwKc5uCyjhxNETzbh74Wa8cMNAjO/fGcWlVQEFb91xfq7iyjtKQe8ibTd38vfrBbv2CklmBhKK3pfqbSvJ+6OytgGF/9nu9/5mxBkdhe6DRpzRUXU8NFJFatAaM4UR+RcTwVszZ87EE088Ee5qCBE64eZ1BEaNAlatai3wyCPOf22ds8VG5WXrTq0pR2UnJ8Shvkl8bfr73t2K1KQdqKyN7GUT9ZAv/IVLd2DtgyM8Li7ujRbR9PdAYDNItSh1nnlnCGM0NhEREVFwrVu3DuPHj3f9ffz4cQDOe5Vnn33W9fjmzZvRtWvXUFePiChmRXpWs0CXIxGlZ4BA7yz7Qd0yfPopvNltznJKRAYBjMz81/saI8smDe3ZwW//XXpyPIYaXGbRUMYD0a++WzkjS1LKWUoA/1lK9C5h6b0NtePhvg3dgZAG9lMogi1vPLc7nlrmf2nNG8/tbuj9iSiCtLQA778PTJjQ+lhyMnDXXcAttwB9+4avblEoWG3KZdsqMGWRb+AWoH3tEAlCl99Dz7VH9H3NIhq4Bfi2HQp6ZQW0WpC8X0QCwpVkpsRjxvh8jDm7k89zakHvl+R1FHrvtKQ2mH312a72lfv3r2hHJT7actBjVaBwTE7R0zbWswynfH+zoLhc6D5o6MyVqK5rcj0e6eOhoZy8YyZmCiMSYw93BUJh2rRpOHr0qOvfgQMHwl0lRf5OuACwYP5SSOed5xm4tXAhMGOGK3ALgO7obMB5kXzxhoH49vFfY+rIPkhvK5ZJq76pJaYCt2TuHaBqhuRmIjNFbD8GMoNUjdx55t2A8e4QlTvTlpdoLwdARERERMY0NzejqqrK9U/ODFxfX+/xeEuL+CQKIiLy1eKQUFxahcVbDqK4tAotWhFBv5Bnj4/v3xnDenawVCe3P1ZYchBwDhDI+1rvLPuN+2o0A7cAZz/Gxn01Po8vL6nAebNX4dr563HP21tw7fz1OG/2Kp/+DSNZkvS+Rg4WAnzjetSyHcTZbZh15Vma7z/ryrNcr5EksTwXcjkjn/vw8UaNkq3kcnq/HzI5S4n38n3ZaUk+wV6iS1iqbiPVM0tYdmqizzb0BEIC+veTkW0YEWe3+T2HiZQhogjW2Ag89xyQn+8ZuPWnPwH79gHPPMPArSAxu025vKQCdy3cpNlOUrt26Gn7ub/eX1u6aEel8PuGilrbwSFJwuOc3tz3q9zGEzmamSnxmPO7/lg0aSi+fmSUauCW0rhdxdEG/Kt4n1D9pozo7RPwIn//pv/mTHz9yCgsmjQUcyc467L2wREhD5ARbRuv2FGpuD/82VddL1TOPXALiPzx0FC0J82m9p2P9GNBFAwxkXkrMTERiYliKb/DSeuE276xDq+/9zjOrtgNm+Mk0K6dc23yf/8biPdtfIg2zKZc1BO9O7b3mQVwz8jemDKiF/7+v+/w/Gd7jX+oGKC1r+PsNswYn6+Y0tadd5p2M+hJX2vlaGwiIiKiaHDhhRcKD7gSEZExsTib14pLDurNQGU0AE1PticjWbGMvMbIskmj83Pw4g0D8fiS7aisbQ30yU5NxOPjzvR4TXqy2ACkXM7IZ9D7nQok+9vo/ByMOKMjFhSXY191PbplJmPisO5IaOM531jvEpa+1IYMW+n9Hhr57YUi2PLLPYdx0k805EmHhC/3HMbwPqcY3g4RWVB9PXDJJcC6da2PpacD994L3Hor0KVLuGpGBsjjO6K8rx16235FOypx9ESTZlt6eUkFXl1Xrut9RdhsgHt3ifffai7Nz8bvh3X3yXCmJ4uTP/J+ldt4D334rWriDBuAp644S/O+w6xlJ7Paa495iy5tGGz+2saj8rJx3uxVhvZHt8xkQ3WK9PFQ0XZi0Y5KS3wHIjVTGFG4xETwVqRQO+Ges/9bvLNomuvvigsuQc6CVwCN5VREG2YFvU5RPXmv2FGJt7/+Qeh9Ypm/fT3m7E6444cjqqndvdO0m0Vv+lqzllIgIiIiIiIiCjW9y7ZFCyPBOXrpDThxX67OBv9L4hkJgtE7CCDXafIvy/QpvUYpK5be1wDGlk0SfU2W4L7K8soGdqfKZ4DCZ9C7jGUgAUlKg6uvrC3zCXSrPHpCaBve5dTOCz/V+p4X9H4PQxEYZ8SHm8T6cj/c9AODt4iiRWMj8PrrwJ13ej4+fTpw//1Aamp46kUB0Tu+433t0LvU36vryhUDs+S29HPXDcRf/yMeTKbH367uhyP1Ta5A7vTkBPzpva1+X/dpSSXG9+/kE7iltmSyEe77VW6vzVu1G6+vK8eRE61BXKITRsxadrL6eCMWbzkYEUu+a7Vzi0urdO8PuY01cVh3vLK2TLUtpiWSx0NF24kfbTmIh8eaP/asVyATPYhiEYO3LMT7hJvacBwPr34NE7b9z/XYvwaORZ9X3kBO1yzN9wq0887sBk6k8u5k9H5OtAN02pg89OuSgUcXl4RsbWWjs/QCmd1HREREREREFGqxPJtXb6CUEUYCTvRkoDLSh2X1QQAj2Q5EXpOdKnYs3MuNzs/B7efn4uU1ZT7fj9vPz/Xpk9KzjOWwnh0MBySp9T1WKARcei93o8a9nN7zwpDcTKQnx6tm0wCAjOR41/fQyG9Pb2CcEccaT5pajogsrLoamD0beOst4ODB1sdzcoDNm4GOHcNXNwqYnnEapZVd/AWhi5KvmdMXl6BK8HqsV6f0trhqUGtmuHV7Dgu/1v1aLpLVKj05HjcN645FG/bjp2PqSyCrjf/F2W24Z2QfTBnRW1egvsyM8Te7DShcutP1dyRkGlZr5+rdH+5trIQ2dtW2mKhIHA8dkpuJzJQEv+3j6rpmSwREhSLzLFE0sfsvQqEid1bZJAkvfvQkts2d4ArcerP/pTj7nrfx4tVTMaSH80Srtfa01lrCgPMiNmGwZ+Yu+f0+2vQDHv6oJOYDtwDtwC1AXwfomLNz8PUjI0O2zrTRWXqBzO4jIiIiIiIi/7Tu50k/PYE8ZrDa8ZMDpbLTPO/ns9OSTMk45uqvUnneBuVBw9H5OVj74Ai//SBafVhq/S96BwH8LT0kB/K4H0sjrwk2+Vho8T4Wy0sq8JJX4Bbg/F28tKYMy0sqPB7Xm+XKyPfD3+CqBM99m5GcIFQn93LBOC9411fvb09PYJxRp7QX21ei5YjIgo4fB/72N6BDB+Dpp52BW507A//4h/O5H39k4FYU0DNOozZOJS/NnNY2sDweEhC0wC2lNqSewUn3a7lIVqsj9c04p0cHfDntYkwd2UezrNb4nxyMNL5/Zwzr2UF4nNCM8TfvtoScHc27TWd1LQ4JhzUC6JR4t7HU2mKZKWJLjUfieGic3YbL+3cSKmuFgCgzM89a7T6cKBiYectC4uw2zByUigt/PdLj8auvn42NXc4EANw6+DT8Z9uPKD9cj0Ub9qOyVnntaUB9lqNsTtFuLNqwH9cOOQ1HTzTj4y0/Cs9kizXes+KUZoqKCOU60/5mrnozYykFIiIiIiIi0qa0TFgkzJa2slDO5rXq8TOyVJ+oQLJ7ifaD6MnUBegfBDCSqcuK2b28l0H0dyxaHBIe+vBbzfd86MNvPbLSHT4u1jcolzPy/RAZXHXftzX1YnVyL6f3vLChrFoz6xbgHPD1Pt56fnuhOFelJYkFZYmWIyILOXAAePxxYPFioKqq9fFZs4B77wUSE8NVM8tpcUhBaROFksj4jt0GzLt2gGYbdHR+DtonxeP6V74KTkUDpNSGPFynL6BHvm7quc46M2j1xunZ7fDQh9/6tAHSksWCf/TSO27nzmYDJIUXiWQaDtVvQnQ7SvdUSmwAMlMS8OjYvshOa6v4fkptsUHdMnDBM6uDurR8OI3Ky8ZrCsucerNCcFqgK4XJrHofTmS2iAjeWrduHcaPH+/6+/jx4wCAmTNn4tlnn3U9vnnzZnTt2tX75ZGhpQX4xz9w4aOPuh46abOj3z1voy4xGRnJ8WhucWBO0S7Vt6hUSCveugbzHsXXVtY2Yk7RbvM/T5RxSMD0sX2R1T4xYhr7Wp1n3sxaSoGIiIiIiIjUqS0TpnQ/T+Ky2okNVoqWU2P14xfMCWN6g6uMbkM0CKZ/13Sh95TLGQmaseoSH3qOxfrSKqGApPWlVSjonfXL32KBUu7l5Do9vmSHx0RTte+H3uxemSligUbu5fQG+AVyvEV/e2ZmHlDzU63Y5xAtR0QWsHcv0LOn52O9egEPPwzccAMQH5wgk0gVLQP8IuM7864diDFn+/9Mh4/rC4ZS0z6pDY41mLfs7q0F3RWPid7roFze6HVWqa10tL45KO17PeN27lKT2qBWY99rTSoI1W9CdDtq91Te5DuAJ6/IN5RII9hLy4eTHBClFvxmpeA0M46F1e/DicwUEcsmNjc3o6qqyvWvsdHZ0Kivr/d4vKWlJcw1NeiNN4A2bYD77gPq64Fhw9Dy0cf4evchPHXjufjN2dmoqW/G8UbtzyeftJRStr/99f7g1D2GZLVP1J0CNdzUUoZ6V9+spRSIiIiIiIhImdYyYVr38yRAdJcFsGt5/MSXQQyE6BI0C7/aJ/R+cjkjg3mhCgo0QvRYFO89LPR+7uVsgl1e3uU276/xCQiqPNqAzft9lwAUzfwvl8tOaytU3r2c3uUcQxFYZXQJUj2yU8XqJ1qOiMLo55+dAVregVv/+Aewcydw880M3PIiD/B7BzRE6rJyauM7OWlJePEGscAtwJzsO3YbTA3cAoCRedmKj4ssEw34Xjf1Xme1lsgOZvte7bgqsf3y7+pBXYTe2zvIPFi/Ce/l65Zt+1FoO/6WznYnOm65vKQC581ehWvnr8c9b2/BtfPX47zZqwAgqEvLh5McECV/P9xZMThN71Lj7ngfTrEmIjJvXXjhhZCUckFGuvp64IknnOuSA0BSEjB3LnDbbYiz2zEMwH+2/IhPtlUKv6WRNO8kRnS9Xaul41VLGbpxX41iPeXPUFnbgOrjjchMSVBNR0pERERERERirLgEW7QQXVpF7xIs7nj8nIKZ3UuPfdX1usoZWq4jBEGBgRA5FqLdqe7lhvXIwrzVpX5fM6xHluv/Zy7bgZfWlPm+L+B6fNqYPNfjGclimbTkcv6yCwC+QU96Z/mbtaSLllBkgUhOijO1HBGFwdatwB//CHzzjXMMSXbNNcBbbzFgS4W/AX5/y8pZhfcY06i87ICXxha5jsrUskGZGRfh75rqfr30t1n366be62w42/dK43Y1dY0oXLpTMbNqWtsE3cvkBes3oZRhy25T/t54b0d0vHr62L64qSDXb71EMjKtfXCE5cZtzRCKzMhm0pNl2R3vwynWRETwVlT63/+AO+90pryVbdwI5LV2ZCzbVoE/vLPZ0NsbSfNOytQakt6NaKWGlVXS8Sp16CldxLTWmbbKZyEiIiIiIopEVl2CLRqEImMOj5+1dMtM1lXOSNBMKIICgy1dMEjKvdzQnh2QnhyvudxienI8hv7Sr9R00oH5X/gGbrmb/0UZ/nTJGUho41wEokZwaUa5nL9BXBuUg570DGqFanmdYA+0/bfkJ+FyfxjRJ6BtEZHJDh50TvT/xz9aHxs4EJg+HRg3DrBHxEI6YRMNA/zBWt5OJBjqjvNzMeC0DMWgHK3ArZSEOLx4wyAca2j2GR9TInpNVbteytT2i57rbLjb90rjdr/Oz1EMbmlxSLqDzIPxm1ALltL6jrhvR3RfZrVP9Nvm0hOcZtXffKCMBkSFi5GJQOH+nRKFGoO3Qq22FkhLa/27Sxfg+eeB3/zGo9jykgrctXCT4c24d0iakRI1Vqk1JLWCnNxF0nq7/taZroigz0JERERERGQ1oQgwilWhyJjD42ctE4d1x5PLdmoOFNltznIyvUEz0XDMs9qJBW+5l4uz2zDryrMw+U31fslZV57l6idbUFzuNxuHQ3KWu3V4DwBAZopYvdzLqR0/f4Paega1jAZWNZ10YEFxOfZV16NbZjImDuvuClQLtE4y0Wz/WkF3RsoRUQh8/rlzon9pKdDkFtw6fz5w663i69nGuEgf4BfJIBTIuIzaNa5DSgIKx+e7lmB0vz4dPuZMWKClrqkFbeLsGHN2J5/Ao5q6JhQuNR6sPCovG+2T4lFcWgWH5EBGciKy2iciO1X7uil6nbViW08tuMVIkLnZvwk9Sx6qbcfMfR4NAZtmsEpm5GCx4u+UKJgYvBVq8+e3/v9VVwGvvw60b+9RRGudZX+UOiSH5Gb6nTFHypQakv6CnNxFSjpe0UaXBOt/FiIiIiIiIisKRYBRrApFxhweP2tJaGPHpOG5ikv1ySYNz/UJoNETNBMNxzw7ra2p5ZToXcJSz/a8yxnNLqBnUGt0fg5GnNFROBhr5rIdmP9FmUcA25PLdmLS8FyPpSIDqZOeTCynpibghyMn/L7nqaliAXREFERFRcCoUZ6PnX++M9PWxRczaEunSB7gD9WSjyLXUffr00ebDwq9b2Vtg89rZb/ON5YVSOvaJ3L9FLnORlpbL9wTEUSXPNTajpn7PNIDNklMpP1OiQLF4K1Qu+oqYPt2YMAA4A9/UCxi9AKo1iG5YkclA7cMUFpT2UhkuZHobtHZdGbR852LhUh1IiIiIiIis4VqSa5YFeylyHj8rEcOjPEOnLHboBk4Ixo0Y/VjLtJ3JA92aPX55HgNdvibVOo9gKx3CUuj9ZIFO7uA0mDxK2vLFM8jM5ftUAwgdEhwPa4VwCVaHz2ZWK4e1AWb9h/1+75XD+oSUL2IIlmo+9597NwJPPkk8NZbno8vWgRMmBC6ekSZSB7gD2UGIT3X0erjYktDa5Uzct0OdhYy97pZua2nJJwTEYwGQblvx8x9HskBmyQuEn+nRIFg8Faode8OvPaaZhGjF0ClDslAsnhpmXJRL8TH2fFs0S4AMJwm08qU1lQOJLJc9LgGa11zM+pmtDwZE/aOBCIiIiIiMlWwA4xindGsPHren8fPWqaNycOfLjlD15J1elj1mIv2HbkPdqgN2nkPdugdQDayhGWc3YZx/XI0M6eN65cT8j4QPYPFTScdmP+Fev0BZ2Dhny45w/D30Ugmlp0Vx4TeW7QcUbQJR9+7y4cfOif322yA5PbLnjMHuPfe4G47BkTyAL9VMwgZWeY4UKHKQiazaltPS7gmIhgJglLajln7PJIDNkmfSPydEhnF4C0L0nsBnHJRTxT0OkWxQzLQNJZKctKSMHVUH8TZbTg9u53PyTJQNhtwYZ9TsPr7n017TyOUjkMgjWOR4xqqGQVG6hZIedIvrB0JREREREQUNMEOMIp1wc7Kw+NnPQlt7Lh1eI+gvb/VjrneviO1wQ61Pga9A8hGlrBscUhYsrVC8/2XbK3An0f3Ddl+1jtYvKC4XDNgDXBm4FpQXG74+2kkE4voBNtonIhL5E+4+t6xcSMwYwbw8cfOvyUJuOIK4JFHgEGDzN9eDIvUAX6rZhAKxfLL3kKZhUxmtbaemcz8TfgLlgKcAfvu7SO17ZixzyM5YJP0i+bfKZE7Bm9ZkEjqcJkzkOp01ZOT2ZH43jPy3E+WK3ZU4rV15QFvQ5KAdolxul+XkRwPCTBliUi11OxGI8tFortDPaPAnUijS6a2b8g8YetIICIiIiKikAh2gBEFF4+ftYQia7VVjrnRviM9gx1GBpD1LmEpMtnU7IFZf/QOFu+rrhd6X9FySoxkYsntkCL0GtFyRNEiLH3vc+YA993X+reccWvZMuDSS83ZBvmIxAF+q2YQCmSZY6PClYXMKm29YDDrNyESLDXv2oHISEkQ2o4Z+zxSAzbJmGj+nRLJGLxlQf5SmsuUUpt7MzMSX21GnnyyHNazA37VLRN3L9rkkfXXW3K8HQlt4nDkhHKQlQ3Af7ZVCtcrOSEO83//Kwzt4TxhuzdAauqa8OjiElTXNQm/HwBcdrbyTZqeICdAX3R3OGYUyNy/c1pEvnMUmHAG8RERERERERFFkljLWh1I35HoYIfRAWQ9S1hacXkovXXqlpksVF60nBIjgXTXndMNhUt3+n3Nded0M1wvokgU0r73l18G7rjD87EbbgAefhjo2zew9yYhkTbAb9UMQkaWXw6UVbOQRTqzfhNWDJaKxIBNIiI1DN6yKLULoEy0I0pPFi+lbUwYfBq6ZyUrXuyUZjZmpCRoBm4BQH2zA/XNDtXn9abt/r/f9kNBryzX394NkMaTLZj67lZd7/nq2nIM6JqJMWf7BqqpNaKV6GmwhLvjyqzvHAUmnEF8RERERERERJEiFrNWh6LvKJABZNElLAMZmA1WpjW9dZo4rDueXLZTc+lEu81ZzigjgXSb9tUIvfemfTUo6J3lvyBRlAj6+VOSgJUrgcJCYM0az+c+/xw4/3xj70sxw4pBMVr1CtZ4kVWzkFErKwZLRVrAJhGRGgZvhZDezgX3C2Dl0ROormtCZrtEZKeKXwjlDpfJfjIqyR4Z0xenpib6rZ/azMZL87OFtmOG9OR4zLryLL+NQyPrbTsk4K6Fm/Ci3bejT6uxOn1snnBKUG9WmFHg8Z2rbUD18UZkpiQgO61t2BtfsSLcQXxEREREREREVherWatD1XcU7AFkowOzwcy0prdOCW3smDQ8Fy+tKVN9z0nDcxUzj4kyEkhXvPew0HsX7z3M4C2KKUE7f0oS8Pe/Aw880PpYQgKQmAh88glwwQX63o9imhWDYkJdL6tmISNPDJYiIgoOBm+FiNHOBbPW/L334t54duVuv2XzOqV6ZLFSojWz8bV15cYrqtNz1w4U6mQIJPuYWkdfMBqrVplRwEZXeFkhiI+IiIiIiIjIymI1a3Uo+46COVBrZGA22JnWjNRp2pg8AMD8L8o8MnDZbc7ALfn5QOgPpBM9Phz0pthi+vnT4QCWLAFmzAA2bmx9/I9/dAZydeliRrUjTrCyI8YSq47PhLJeVs1CRkREFGwM3goBK6Rxzz0lRajc4eONms+LzGy02aCaMtwGoGNqIgAbfqpVv1Hy9x7ZaUkYKthQ1Jt9zJ1WR5/ZjVXOKCDAOkF8RERERERERFYVq1mrQ913FMyBWj0Ds6HKtGZksHjamDz86ZIzsKC4HPuq69EtMxkTh3UPKOOWUr1EA+mG9eyAeav3+H1PKwYGEAWTaefPkyeBa68F3n+/9bHkZKBzZ+djZ59tcs0jRzCzI1LssWoWMiIiomBi8FaQWSWNu1nZfERmNkq/fFi1m6DHx50JAJo3SpOG5+LlX9KOm9ERNTo/B1NH9sGcol3Cr5GFsqOPMwqIQXxERERERERE2mI5a3U09R2JDsyGMtOakcHihDZ23Dq8R0Db9Uc0kG5ojw5IT47Hkfpm1TIZyfEY2oPBWxR7Ajp/njwJPPGEM9OWu4cfBqZOBbJiexlSKyQwoOhj1SxkREREwcLgrSCzShp3s7L5iAYy3VrQHctKKjVvgvzdKA04LcPUjqgpI3ph0YZ9qKzVzi7mLdQdfZxRQNHUEUtERERERERktljPWh1NfUciA7OhzrQWyYPFcXYbZl15luYKBDOvPCsivytEZtB9/mxuBhYsAGbOBPZ4ZbUrLQV6BDdwMxJYJYEBERERUaRj8FaQWSWNu1nZfEQDmUbmZePhsXmaN0H+bpTM7oiKs9vw+LgzcecvnRcqqzK6hLOjL5I7icgc0dQRS0RERERERGQmZq2Orb6jWM60ZsTo/By8eMNAPL5kBypruXwZkTeh82djI/DQQ8Czz7Y+1qEDUFAAPPcc0KVLUOsYSaySwICIiIgo0jF4K8is1LlgRjYfPTMbRW6C/JUxuyNK3gfenRfeYqWjj6wtljpiiYiIKDK0OCQGlxMRkSUwa3XsiPVMa0ZwUiCRQSdOAPPnA08/DRw82Pr43/4G3HEH0K5d+OpmUVZJYEBEREQU6Ri8FWRW61wI9MY9emY2eh4Nuw1wuD3Ejj4iIiIiIk/LSyp8BsiZwYGIiMKJASqxIXr6I0OLkwKJdDh0COjfH6ioaH2sc2dgzBhg1iwgk8GhaqyUwICIiIgoktnDXYFoJ3cuAK2dCbJwdS7IN+7j+3fGsJ4ddG9bntmYnebZ2M5OS8ILNwy09MDN8pIK3PnmJlTWNno8Lgdu3VrQHYsmDcXaB0dY+nMQEREREYWS3I72Xg6j8mgD7nxzE5aXVKi8koiIKLgC7eeiyBDJ/ZFEZGG1tcCddwIdO3oGbr34IlBaCrz8MgO3/JATGKhdfW1wTvphdkQiIiIibcy8FQLRmMY9Emc2tjgkPPHJDsUMaIDzJmJZSSUeHsuZekREREREMq12tARnO/qJT3ZgVF4229FEREQUNJHYH0lEFnX4MPDcc8DcuUBNTevjw4cDy5cDycnhq1uEYXZEIiIiInMweCtEorFzIdJSb28oq/bJFOBOAlBxtAEbyqoj6nMREREREQUT29FERERkFZHWH0lEFrR7N9CnT+vfZ5wB3HQTcO+9QGJiuGoV0aIxgQERERFRqDF4K4TYuRBeh46pDzgZKUdEREREFAvYjiYiIiIioqhRV9f6/++8A1x1FRAXF776RIloTGBAREREFEoM3qKYcWr7JFPLERERERHFArajiYiIiIgoavTvDzQ0AAkJgI2BRWZiAgMiIiIi4+zhrgBRqAzJzUROWhLUbsdsAHLSnLNBiIiIiIjIie1oIiIiIiKKKomJDNwiIiIiIkth8BbFjDi7DY/9Jg8AfAae5L8f+00e0/gSEREREblhO5qIiIiIiIiIiIiIKHgYvEUxZXR+Dl64YSCy0zyXdMlOS8ILNwzE6PycMNWMiIiIiMi62I4mIiIiIiIiIiIiIgqONuGuAFGojc7Pwai8bGwoq8ahYw04tb1ziRdmCiAiIiIiUsd2NBERERERERERERGR+Ri8RTEpzm7DsJ4dwl0NIiIiIqKIwnY0EREREREREREREZG5uGwiERERERERERERERERERERERFRGDB4i4iIiIiIiIiIiIiIiIiIiIiIKAwYvEVERERERERERERERERERERERBQGDN4iIiIiIiIiIiIiIiIiIiIiIiIKAwZvERERERERERERERERERERERERhQGDt4iIiIiIiIiIiIiIiIiIiIiIiMKAwVtERERERERERERERERERERERERhwOAtIiIiIiIiIiIiIiIiIiIiIiKiMGDwFhERERERERERERERERERERERURgweIuIiIiIiIiIiIiIiIiIiIiIiCgMGLxFREREREREREREREREREREREQUBgzeIiIiIiIiIiIiIiIiIiIiIiIiCgMGbxEREREREREREREREREREREREYVBm3BXIBwkSQIA1NbWhrkmRERERES+5Haq3G4l8sZ7GiIiIiKyMt7TkD+8pyEiIiIiqwrH/UxMBm8dO3YMANC1a9cw14SIiIiISN2xY8eQlpYW7mqQBfGehoiIiIgiAe9pSA3vaYiIiIjI6kJ5P2OTYnDqi8PhwI8//oj27dvDZrP5PF9bW4uuXbviwIEDSE1NDUMNYxf3fXhx/4cX93/4cN+HF/d/+HDfh5fW/pckCceOHUOnTp1gt3Olc/Kldk/D33Xs4TGPLTzesYXHO/bwmMeWaD/evKchf/yN00SqaP9thxL3pXm4L83DfWke7kvzcF+ah/vSPJG+L8NxPxOTmbfsdju6dOnit1xqampEfpGiAfd9eHH/hxf3f/hw34cX93/4cN+Hl9r+5+x00uLvnoa/69jDYx5beLxjC4937OExjy3RfLx5T0NaRMdpIlU0/7ZDjfvSPNyX5uG+NA/3pXm4L83DfWmeSN6Xob6f4ZQXIiIiIiIiIiIiIiIiIiIiIiKiMGDwFhERERERERERERERERERERERURgweEtBYmIiHnvsMSQmJoa7KjGH+z68uP/Di/s/fLjvw4v7P3y478OL+5+Cgd+r2MNjHlt4vGMLj3fs4TGPLTzeRNGJv23zcF+ah/vSPNyX5uG+NA/3pXm4L83DfamfTZIkKdyVICIiIiIiIiIiIiIiIiIiIiIiijXMvEVERERERERERERERERERERERBQGDN4iIiIiIiIiIiIiIiIiIiIiIiIKAwZvERERERERERERERERERERERERhQGDt4iIiIiIiIiIiIiIiIiIiIiIiMKAwVtuli1bhpEjRyIzMxMpKSkYOHAg/vnPf8LhcIS7alFLkiSsXbsWDzzwAIYOHYr09HQkJCSgU6dOuOqqq7B69epwVzHmPProo7DZbLDZbJgxY0a4qxMTWlpaMH/+fFxwwQXIyspCUlISunXrhssvvxyLFy8Od/Wi2qFDh3D//ffjzDPPRHJyMpKSktCzZ0/cfvvt2LNnT7irF9HKysowf/58TJo0Cf369UObNm2EzyvFxcUYP348TjnlFLRt2xZ5eXkoLCxEQ0NDCGoeHYzs/82bN+Mvf/mL61wUHx+PU089FZdeeik++uijENY+sgXy3Xf3yiuvuK7Ht912W5BqS9GG9zPRg9fR2BHoPTGPd2T6+OOPcccdd2DQoEHIyclBQkIC0tPTce6552Lu3LloampSfS2PeeQT7XfhsY5MN910k+v4qv1TO4Y85kSRiWMc5gqknUTaOPZjXCDXd1LGcbHAlJeX+/1Oyv8+//zzcFfX8jhWaJ7KykpMnToVvXv3RlJSErKysjB69Gj897//DXfVIoNEkiRJ0syZMyUAEgCpR48e0tlnny3Z7XYJgDRu3DippaUl3FWMSkVFRa79brfbpT59+kgDBgyQ2rVr53r80UcfDXc1Y8aOHTukhIQE174vLCwMd5WiXnV1tTR06FAJgGSz2aTTTz9dGjRokJSTkyMBkK666qpwVzFqfffdd9Kpp54qAZDi4+Ol008/XcrPz5eSkpIkAFJycrL02WefhbuaEeuee+5xnUvc//k7r7z55ptSXFycBEDq3LmzNGDAACk+Pl4CIA0ePFiqq6sL0SeIbHr3/549ezzK5ebmSoMGDZIyMjJcj914441sDwkw+t13d+jQISkzM9P12ltvvTWINaZowfuZ6MLraOwI5J6YxztyFRQUSACkxMREKTc3V/rVr34lde7c2XXMBw0aJNXU1Pi8jsc88on2u/BYR64bb7xRAiD17t1bKigoUPzX2Njo8zoec6LIxTEOcxltJ5E2jv0Exuj1nZRxXCxwFRUVqt/FgoICqUePHhIAKSkpSTpy5Ei4q2tpHCs0z7Zt26SOHTu6ruODBg2SevXq5br2zJw5M9xVtDwGb0mS9OWXX0o2m02y2+3SwoULXY9v2bLF9QV75plnwljD6LVixQqpV69e0vPPPy9VV1e7Hm9sbJSmTZvm+jF/8sknYaxlbHA4HNLw4cOllJQUacSIEWzAh0BLS4t03nnnSQCkK6+8Ujpw4IDH8wcOHJA+//zzMNUu+l188cUSAKmgoMBj3x8+fFgaN26cK4DF4XCEsZaRq7CwULrsssukv/71r9Knn34qXXXVVX7PK2VlZVJiYqIEQHr66add+768vFw6/fTTJQDS3XffHaqPENH07v/du3dLOTk50uzZs6Uff/zR9XhLS4v0z3/+U7LZbBIA6Z///GeoPkLEMvLd93b99ddLdrtdGjt2LIO3SAjvZ6IPr6Oxw+g9MY93ZHv99del1atXS01NTR6PFxcXS126dJEASHfddZfHczzmkU+034XHOrLJg7uvv/668Gt4zIkiG8c4zGWknUTaOPYTOCPXd1LGcbHQuP766yUA0m9/+9twV8XyOFZojubmZqlPnz4SAOnCCy+UDh065Hpu5cqVUvv27SWbzcbftx8M3pIkacyYMRIA6fbbb/d57q233pIASB06dPBpLFLgjh49KjU3N6s+f+mll7qyBVBwzZ8/XwIgzZ4929UQZQM+uF544QUJgHTRRRcxG0aI1dXVubKRbNu2zef56upqV7DKjh07wlDD6CNyXrnrrrskANIll1zi89y6detcMx8qKyuDWdWo5G//nzhxQnMm9+TJkyUA0tlnnx2sKkYtvdfUFStWSACkO++8U3rssccYvEVCeD8T/XgdjV5G74l5vKPXu+++KwGQOnXq5PE4j3nkE+134bGObEYGd3nMiSIbxzhCR62dRNo49hM4Bm+Zh+NiwXfs2DEpJSWFgcMCOFZono8//tiVcau8vNzn+VmzZkkApBEjRoShdpHDjhhXW1uLoqIiAMCtt97q8/w111yD1NRUVFVVcW3yIEhNTUWbNm1Unx81ahQAYNeuXaGqUkz6+eef8eCDDyIvLw9Tp04Nd3Vixty5cwEAhYWFsNtj/nQcUk1NTXA4HACAHj16+DyfkZGBzMxMAMDJkydDWrdYJUkSPvroIwDK1+Nzzz0XZ5xxBpqbm7nmfRAkJSUhOTlZ9flLLrkEAK/HwdbQ0IA777wTp556Kp566qlwV4ciBO9nCOB1NJIZuSfm8Y5uZ5xxBgCgvr7e9RiPeeQT7XfhsY49POZEkY9jHKGj1E4ibRz7IavhuFjwffjhh6irq8Mpp5yC0aNHh7s6lsaxQvOsW7cOADB48GB069bN5/mrrroKAPDZZ5/h0KFDIa1bJIn5s+LmzZvR1NSEpKQkDBw40Of5+Ph4DB48GADw1Vdfhbp6Ma+hoQEA0LZt2zDXJLpNnToV1dXVeP755xEfHx/u6sSE3bt347vvvkNmZibOPfdcLF68GDfccAMuvvhiTJgwAa+88goaGxvDXc2olZ6ejq5duwIAvvzyS5/nv//+e1RVVSE9PR29e/cOdfVi0v79+1FRUQEAKCgoUCwjP87rcejxehwaM2bMwJ49e/DMM88gPT093NWhCMH7GQJ4HY1mStdgHu/oVlxcDAAe53Qe88gn2u/CYx093n//fVx++eUYMWIEJkyYgH/+8584evSoTzkec6Loxz4V8yi1k0gbx37MJXp9J2UcFwuNN998EwAwYcIEzeBi4lihmWpqagAAnTt3VnxeftzhcODrr78OWb0iTcwHb+3evRsAcNppp6mewORIS7kshYYkSXjvvfcAqHdeUOBWrlyJt956CzfccAMuuOCCcFcnZmzcuBGAc7bQxIkTcfnll+Ott97CqlWr8M4772DSpEno378/9u3bF+aaRq8ZM2YAAG655RZ88MEHqKqqwtGjR/Hf//4Xl19+OWw2G55++mkkJSWFuaaxQb7GJiYmolOnTopleD0On3fffRcAr8fBtHPnTjzzzDMYPnw4fv/734e7OhRBeD9DAK+j0UrtnpjHO/q0tLTghx9+wPPPP4/7778fKSkpmDlzput5HvPIpqffhcc6eixduhSLFy/G6tWr8c477+CPf/wjcnNzsXz5co9yPOZE0Y1jHIHz104idRz7MZ/o9Z2UcVws+CoqKrBy5UoAwMSJE8Ncm8jAsUJzpKWlAQAOHjyo+Lz7499//31I6hSJYj54S44CzMjIUC0jPyeXpdCYP38+Nm/ejISEBNx7773hrk5UamhowOTJk5GWloa//e1v4a5OTJFnVX799dd46623cNttt6G8vBwNDQ0oKipCjx498N133+Gqq65ypewkc/3+97/HBx98gKysLFx99dXIyspCeno6Ro8ejYSEBCxbtgyTJk0KdzVjhnyNTU9Ph81mUyzD63F4/O9//8PHH38MAHjggQfCW5koJUkS7rjjDjgcDjz//PPhrg5FGN7PEMDraLRSuyfm8Y4ezz77LGw2G9q0aYOuXbvi7rvvxsUXX4z169djyJAhrnI85pFLb78Lj3Xk69mzJ5566ils3boVtbW1OHbsGP73v//hnHPOQU1NDS6//HJ88803rvI85kTRjWMcxom2k0gZx37Mpff6Tso4LhZ8b731FhwOB04//XRXJn7SxrFCc8jft2+++QYHDhzwef7DDz90/T/va9TFfPCWnLI2ISFBtUxiYiIA4MSJEyGpEwGbNm3CPffcA8AZ8dqzZ88w1yg6ycszPfnkk+jYsWO4qxNT6urqAADNzc0YPnw45s+fj27duiExMREXX3wxPvzwQ9hsNmzcuBFLly4Nc22jkyRJ2Lt3L6qqqhAXF4devXohLy8PCQkJKCkpwcsvv4zq6upwVzNm8HpsTfv378f1118PALjrrrtw/vnnh7lG0enVV1/FF198gXvvvRf5+fnhrg5FGJ4/CeD3IBpp3RPzeEePzp07o6CgAEOGDHHdk69evRqLFi1CS0uLqxyPeeTS2+/CYx35pk+fjmnTpuHss89G+/bt0a5dO4waNQpr1qzBkCFD0NjYiAcffNBVnsecKHpxjCMwou0kUsaxH3Ppvb6TMo6LBZ+8ZCKzbonjWKE5xo8fj06dOqGhoQHXXXedK1gTcGYtfPLJJ11/875GXcwHb8kp7pqamlTLyOvrck3y0CgrK8Nll13m+nHff//94a5SVJKXZxo4cCDuvPPOcFcn5rin15Rv4t3169cPF110EQAw5W6QTJ48GQ888AC6du2KPXv2YPfu3di+fTsOHDiAMWPG4KOPPsJFF13EzoAQ4fXYeqqrq3HppZfi8OHDuPDCC/F///d/4a5SVPr555/x4IMPokuXLnjsscfCXR2KQDx/EsDvQbTxd0/M4x09rrnmGqxduxZfffUVKisrsX79enTv3h1PPfUUpkyZ4irHYx6ZjPS78FhHr4SEBBQWFgIAPvvsM9dscx5zoujEMY7AibaTyBfHfkJH7fpOyjguFlzffvsttm7dCpvNhhtuuCHc1YkYHCs0R1JSEt555x20b98ea9euxWmnnYb8/Hx07twZl112GdLT013JAdq1axfm2lpXzAdviaSdFlmKhMxRWVmJUaNGoaKiAmPHjsUbb7yhmjKcAnPXXXfh5MmTeOGFF2C3x/ypIOTczydnnHGGYpm+ffsCAMrLy0NRpZiydetWzJ8/H/Hx8Xj77bfRvXt313Onnnoq3nrrLWRlZWHbtm149913w1fRGCL/Jo4cOQJJkhTL8HocOsePH8eYMWOwY8cODBo0CEuWLHHN9iZz/fnPf0Z1dTXmzJnDmxYyhPczBPA6Gk1E7ol5vKPXOeecg2XLliExMREvv/wy9u3bB4DHPFIZ6XfhsY5uw4YNAwA4HA7s3bsXAI85UTTiGEdwqLWTyBfHfkJL6fpOyjguFlwLFiwAAJx//vno1q1bmGsTGThWaK7zzjsPmzZtwi233ILs7Gzs2rULgDNA7ptvvnEFwGVnZ4ezmpYW81ft3r17A3AuC3Ty5EnFMvLFVi5LwVFdXY1Ro0ahtLQUF1xwAd577z3Ex8eHu1pRa/PmzbDZbBg3bhyys7M9/r3zzjsAgNmzZyM7O5vrIgfB6aef7vp/tYAI+XFGc5tv3bp1kCQJffr0QdeuXX2eT01NxZAhQwCAa9WHiHyNbWxsxI8//qhYhtfj0GhsbMT48ePx1VdfIS8vD8uXL0f79u3DXa2otXnzZgDAlClTfK7Hf/vb3wAACxcudD1G5I33MwTwOhotRO+JebyjW6dOndC/f384HA5s3boVAI95pDLS78JjHd3cz+lyu43HnCi6cIwjuJTaSeSLYz+hpXR9J2UcFwseh8OBRYsWAeCSiXpwrNB8vXr1wquvvooDBw6gqakJBw8exAsvvICMjAzXtXvQoEFhrqV1xXzw1oABAxAfH4+GhgZs2rTJ5/nm5mZ8/fXXAJyR/RQccoaPkpISDB48GJ988glTgYdAS0sLfvrpJ59/DQ0NAJzH5aeffsLPP/8c5ppGnwEDBrhSxKrNxpAf79y5c8jqFSuOHTvmt4w841X+PVBwnXbaaa7AlHXr1imWkR/n9Th4Tp48id/+9rdYtWoVevTogRUrViArKyvc1YoJStfjuro6AM414OXHiLzxfoYAXkejgZ57Yh7v6CcP+sj/5TGPXHr7XXiso9v27dtd/9+lSxcAPOZE0YRjHKHh3U4iZRz7CR2l6zsp47hY8KxevRo//PADkpKScPXVV4e7OhGDY4Wh89///hfHjx9Hp06dMHDgwHBXx7JiPngrNTUVI0eOBAC8+uqrPs+/9957qK2tRYcOHXDhhReGuHaxwT3Dx5lnnskMHyEip2NX+nfjjTcCAAoLCyFJEtOTBkFKSgrGjBkDAPjXv/7l83xlZSX++9//AgBGjBgR0rrFAnm26q5du3DgwAGf52tra10D3X369Alp3WKVzWbDFVdcAUD5evzll1/iu+++Q3x8PMaNGxfq6sUESZJw0003YcmSJejUqROKiorQqVOncFcr6m3ZskX1evzYY48BAG699VbXY0TeeD9DAK+jkU7vPTGPd3QrLy93zUbt168fAB7zSGWk34XHOrr9/e9/B+BcJkgekOQxJ4oOHOMIDaV2Evni2E9oKV3fSRnHxYJHXjJx3LhxSEtLC3NtIgfHCkOjqakJf/nLXwAAd955J+Li4sJcI+uK+eAtAHjkkUdgs9nwyiuvuFIKAs51Tu+77z4AwJ///GckJCSEq4pRq6WlBRMmTMCqVavQs2dPrFixApmZmeGuFlFI/OUvf0FcXBzefvttj4bqkSNHcNNNN+HEiRPo0aMHrrnmmjDWMjpdcsklyMrKQnNzMyZMmOBxk3ro0CFcf/31OHz4MGcphNgDDzyAhIQE/O9//8MzzzzjClTZt28fbrnlFgDAbbfdxqXjguSee+5xreFeVFSE3NzccFeJiATxfoYAXkcjldF7Yh7vyLVx40Y89thjijPNly9fjksvvRQnT57EmDFj0LNnT9dzPOaxg8c6cq1YsQLTpk1DWVmZx+NHjx7FH//4x/9n777Do6zS/49/nnQCJKEICb2X0DtIR1AsqLAW0Ljq+lXBdXXVtaPAoousutYVXV1FAbErsCAiAgoIgtIMRYo0IRGkhJpCcn5/5PeMmcxMMjOZZDLJ+3VduZSnnimB+37Ofc5xxGl2x4WNzxwIbfRxBI6/cRJQmvz99x3u0S8WeGfPntUnn3wiiSUTfUVfYWAtWLBA3333ndO2/fv368orr9S6deuUnJys+++/P0itCxEGxhhjnnjiCSPJSDLNmjUzHTt2NGFhYUaSufTSS825c+eC3cQK6d1333W87y1btjR9+/Z1+3PVVVcFu6mVyo033mgkmcmTJwe7KRXetGnTjGVZRpJp1KiR6d69u4mNjTWSTO3atc369euD3cQKa8GCBSYmJsZIMuHh4aZly5YmOTnZREVFGUkmIiLCTJ8+PdjNDFkrVqwwtWrVcvxER0cbSSY2NtZp+759+5zOe/vttx3//tavX9906dLFREZGGkmmW7du5tSpU0F6RaHF1/f/22+/dfx73LBhQ4//Hvft2zfIr6z88/e7786ECROMJHPLLbeUQcsR6shnKhb+Ha08SpIT83mHpqVLlzo+88TERNO9e3fTsWNHk5CQ4Njeo0cPc/jwYZdz+cwrjuKeu/BZh6ZPP/3U8Xtcv35906NHD9O5c2fHcwbLssyECRPcnstnDoQu+jgCpyRxErxD34/vSvLvO9yjXyyw7H+HzjvvPJOTkxPs5oQc+goD5+677zaSTI0aNUyXLl1M27ZtHb/rycnJ5pdffgl2E8u9iADVgIW8Rx99VJ06ddJzzz2nH374Qenp6erQoYNuvvlm3XnnnUzfVkqysrIc/79jxw7t2LHD7XGNGzcuqyYBZWrs2LFq166dnn76aa1atUqbNm1SvXr1dOmll+rhhx9mmt1SdPHFF2vjxo169tlntWTJEu3bt0/GGCUlJWnAgAH661//yrrLJZCTk6MjR464bD9z5ozOnDnj+HNubq7T/j/+8Y9q0aKFpkyZom+//VZbtmxRs2bNNGbMGD344IOKiYkp9bZXBL6+/wX/Pd6/f7/bKYLhHX+/+0BJkc9ULPw7WnmUJCfm8w5NnTp10gsvvKCvvvpKmzdv1rZt25Sdna1atWqpT58+uuaaa5SSkqKICNdHdnzmlQefdWjq1q2bHn30Ua1atUo7d+5UamqqjDGqX7+++vfvrzvuuEO9evVyey6fORC66OMInJLESUBpKcm/73CPfrHAspdMHD16NH8/+oG+wsC58sorlZaWpjVr1mjr1q2Kjo5Wjx49dO211+rPf/6zoqOjg93Ecs8y5v/PwwwAAAAAAAAAAAAAAAAAKDNhwW4AAAAAAAAAAAAAAAAAAFRGFG8BAAAAAAAAAAAAAAAAQBBQvAUAAAAAAAAAAAAAAAAAQUDxFgAAAAAAAAAAAAAAAAAEAcVbAAAAAAAAAAAAAAAAABAEFG8BAAAAAAAAAAAAAAAAQBBQvAUAAAAAAAAAAAAAAAAAQUDxFgAAAAAAAAAAAAAAAAAEAcVbAAAAAAAAAAAAAAAAABAEFG8BAAAAAAAAAAAAAAAAQBBQvAUACKg9e/bIsiw1adIk2E0BAAAAAAAAAAAAAKBco3gLAEJQkyZNZFmWLMvSfffdV+SxL7zwguNYy7LKqIXu2W1YtmxZUNsBAAAAwH92PjJ9+vQijxs0aJAsy9LEiRPLpF3lxccff+zIfR599NFgNwcAAACABx06dJBlWapSpYpOnDgR1LbYA+ML/1SrVk3t27fXvffeqwMHDgS1jQCA0kPxFgCEuHfffVe5ubke98+cObMMWwMAAAAAlduMGTMc/z9z5kwZY4LYGgAAAADubNiwQampqZKkzMxMffTRR0Fu0e+6d++uvn37qm/fvkpMTNS2bdv03HPPqWPHjo42AwAqFoq3ACCEtW7dWunp6Vq8eLHb/T/99JO+//57tW7duoxbBgAAAACVz5EjR7RgwQJZlqW4uDjt27dP33zzTbCbBQAAAKAQe9BFQkKC05/Lgw8//FArVqzQihUrtHPnTm3evFnJyck6evSobr/99mA3DwBQCijeAoAQlpKSIsnz7Fp2snHDDTeUWZsAAAAAoLJ6//33lZOTo/PPP9+Rr5WnTiAAAAAAUm5urmbPni1JevnllxUeHq6vv/5a+/btC3LL3GvdurVefPFFSdK3336r9PT0ILcIABBoFG8BQAgbOHCgGjZsqE8//VSnT5922meM0axZs1SlShWNGjXK4zWMMXrvvfc0bNgw1apVS9HR0WrWrJnuuuuuIhOAr7/+WkOHDlVcXJzi4+M1ePBgffnll369jptuukmWZWn69Ok6ePCg/vSnPykpKUkxMTFq166d/v3vfxd5/tq1a5WSkqJGjRopOjpadevW1fnnn69//vOfysjI8KtNAAAAAErPt99+q1GjRqlu3bqKiopSgwYN9Mc//lFbt251e3yTJk1kWZb27Nnjdv+gQYNkWZaWLVvmtP306dP6+9//ro4dO6pq1aqKiYlRw4YNNWjQID311FPKyclxudaZM2c0depUde/eXXFxcYqNjVXnzp319NNPKysrq8jXZRdqXXfddbr++usl5Y+az8zMLPK8r776SkOGDFFcXJwSEhJ0wQUXaMmSJdqzZ48sy1KTJk3cnleStgIAAACV1eLFi5WWlqbExESNHj1aQ4YMcfSp2DZv3izLslSzZk1lZ2d7vFa3bt1kWZbmzp3rtN3fvhdPevTo4fj/vXv3uuw/cuSIHnjgAbVu3VpVqlRRjRo1NGjQIM2aNavIpdx9zc0K5l6bNm3SFVdcodq1aysuLk5Dhw7V999/7zh2+fLlGj58uGrWrKnq1avr0ksv1bZt29xeNzU1Vddff70aNmyoqKgoJSQkqGXLlrruuuu0cOFCb98mAAhZFG8BQAizLEvXX3+9Tp8+rU8//dRp34oVK7Rnzx5deeWVql69utvzc3JydO2112rMmDFavHixYmJi1LZtW/3666966aWX1LVrV23fvt3lvPfee09DhgzRV199paioKLVq1UqbNm3S8OHD9f777/v9evbu3atu3bpp9uzZqlevnmrVqqUtW7bozjvv1JNPPun2nH/+85/q1auXZs2apYyMDHXo0EHVq1fX999/rwcffFDr16/3uz0AAAAAAm/atGnq16+fI4fp1KmTTp8+rRkzZqhr166aP39+QO5z7tw5DR06VBMmTNDmzZvVsGFDdejQQXl5eVq+fLkefvhhl0EwBw4cUI8ePfTQQw9p48aNqlu3rpo0aaLNmzfrgQce0NChQ3X27Fm399uxY4dWr16tiIgIXXPNNTr//PPVtGlTnThxwqUjp6B33nlHw4YN09KlSxUdHa1WrVpp48aNGjZsmD766COP55WkrQAAAEBl9s4770iSrr32WoWHhzsGXhScNbddu3bq0KGDjh07pi+++MLtdbZv365169apRo0aGj58uGO7v30vRTlz5ozj/2NjY5327dy5U126dNHTTz+tPXv2KDk5WTVr1tTXX3+tlJQU3XTTTW4LuEqSm3333Xfq3bu3vvnmGzVp0kRhYWGOQSmbN2/Whx9+qCFDhmj9+vVq2rSp8vLytGDBAg0YMEC//vqr07XWrFmjnj176t1339XJkyeVnJyshg0b6vDhw5o9e7ZeffVVn94rAAhFFG8BQIizl0QsvBSHN0smPv744/rwww/VpUsXrV+/XgcOHNCGDRv022+/6Y477lBaWpojabEdOHBAt956q/Ly8vTQQw8pPT1da9euVXp6uu6++2499thjfr+WJ598Uv369VNaWpp++OEHHThwQK+88ook6YknntDx48edjp8zZ44efPBBhYWF6dlnn9Vvv/2m77//Xjt37tTx48f1n//8R3Xr1vW7PQAAAAACa8OGDbrrrrtkjNE///lPpaWlOfKJO+64Q5mZmbr++uuVlpZW4nvNmTNHq1evVqdOnbR3715t27ZNa9eu1YEDB5Senq7nn39eUVFRjuPz8vJ0zTXXaMuWLRo9erR++eUX7dixQ1u2bNHu3bvVv39/rVixQo8//rjb+9k52IUXXqjatWtLyp+Bq+C+wvbt26dx48bJGKPx48crPT1da9asUXp6uh544AE98sgjbs8raVsBAACAyurUqVP67LPPJMnR/zFq1ChVqVJFW7du1Q8//OA41o7n7SUWC7O3/+EPf3DKLfzpeynO559/LkmqVq2amjdv7thujNGYMWO0f/9+DRw4UPv27dMPP/ygXbt26fPPP1fVqlX1zjvvuBRAlTQ3e+yxxzRu3Dj9+uuv+v777/Xrr7/qiiuu0MmTJ3XnnXfqtttu09SpU536e3r27KnDhw/rX//6l9O1Jk+erLNnz+qRRx7RoUOHtGHDBv344486fvy41q5dq2uuucan9woAQpIBAIScxo0bG0lm+fLlxhhjunTpYsLDw83BgweNMcZkZmaahIQEU6dOHZOTk2P2799vJJmCf+0fOnTIREdHm7i4OLN//36Xe+Tm5poePXoYSeabb75xbB8/fryRZHr06OG2bR07djSSTOPGjV322W1YunSp0/Ybb7zRSDKJiYnm1KlTLud17drVSDKffPKJ0/bk5GQjyfz97393/0YBAAAACDg7H/H2Z8KECY5zr7/+eiPJXHHFFS7XzcvLM+3atTOSzGOPPeb2nrt373bbpoEDB7rkGlOmTDGSzAsvvODV65o7d64j18nJyXHZf/DgQVOtWjVTrVo1c+bMGZf9TZs2NZLMzJkzHdu2bNliJJmIiAhz6NAhl3MeeughI8kMHTq0yNdVOL8qaVsBAACAymr69OlGkmnRooXT9quvvtpIMnfffbdj2549e4xlWaZq1arm9OnTLtdq06aNkWS++uorxzZ/+152797tyKEK5j1paWnmzTffNAkJCUaSefTRR52u9+WXXxpJJjo62qSlpbnc75///Kcjp8jLy3Ns9zc3s3OULl26OF3PGGN++uknx2twd92FCxcaSaZjx45O21u3bm0kmYyMDJdzAKCyYOYtAKgAbrjhBuXm5jpGefzvf//T8ePHNWbMGEVERLg9Z8GCBcrKytJFF12kBg0auOwPCwvTZZddJkn6+uuvHdvt6YHHjRvn9rp33HGH369jzJgxqlq1qst2ey33n3/+2bFt586d2rJli6KiovTXv/7V73sCAAAA8E/Lli3Vt29fjz9xcXEu5yxatEiS9Je//MVln2VZuuuuu5yOK4mGDRtKkubPn++0xIgnn3zyiSTppptucptHJSUlqUePHjp16pTTaHwpf9n63bt3KzY2VldeeaVje9u2bdW5c2edO3dO7733nss1v/zyS0nSzTff7LZNnraXpK0AAABAZWbPimvPqmWzZ8KaPXu2zp07J0lq3Lixzj//fJ0+fdplKfT169dr27ZtSkpK0qBBgxzb/e17Kahp06ayLEuWZSkpKUl/+tOflJubq/Hjx2vy5MlOx9q509VXX63ExESXa40dO1bR0dHau3evfvrpJ5fz/M3Nbr75ZlmW5bStVatWjiUdb7nlFpdzunTpIsm5r0f6PXf74IMP3N4LACoD9z36AICQMmbMGN1///2aMWOG7r33XkfykZKS4vGcH3/8UZK0evVq9evXz+0x9rrjBw4ccGyz12Fv27at23M8bfdGwal+C6pTp46k/OmMbVu3bpUkJScnq3r16n7fEwAAAIB/HnnkEd10000e9w8aNMipM+L48eM6fPiwpPw43p127dpJ+j3vKIkrr7xSTZo00aJFi1SvXj0NHz5c/fv316BBgxz3KcjOkaZNm6Z3333X7TXtdhXMkaTfO4Auv/xylwEp119/vTZs2KAZM2a4dIzs2LFDktSxY0e39/O0vSRtBQAAACqrAwcOaOnSpZJci7cuvvhi1ahRQ4cOHdKiRYt0ySWXOI5buXKlZs+erdGjRzuOtwfTX3vttQoL+32+FH/7Xgrq3r27oqOjde7cOe3evVuHDh1S1apVNWjQIJeCKTvu95RjVa9eXQ0bNtTOnTu1fft2tWnTJiC5maf+nNq1a2vfvn1u95933nmSnPt6JOmvf/2rFi9erFtvvVXPPvusLrroIvXr10+DBw9WrVq13N4HACoaircAoAJITEzU0KFD9cUXX+ibb77R559/rjZt2uxy76YAAQAASURBVKh79+4ez8nIyJAk7d+/X/v37y/y+mfPnnX8vx1U20F2YXXr1vW1+Q7uZt2S5Eh8jDGObSdOnJAkJSQk+H0/AAAAAGWn4AN6e4BGYXY+cfLkyRLfr2rVqlq+fLkef/xxffTRR3r//ff1/vvvS8rvoJg6dapjxLv0e46Umppa7LUL5khZWVmOEeKFO4Ck/ME2Dz74oNauXauffvpJrVu3duw7ffq0JHkckOJpu79tBQAAACqzWbNmKS8vT127dnWKyyUpKipKV199tf7zn/9oxowZjuKta665RnfffbcWLlyoY8eOqUaNGjLGOHKLwjmAv30vBX344Ydq0qSJJCkvL09vvPGGxo4dq8svv1zr1q1zarudZ3nKsaT8PGvnzp2OPCsQuZk9w1ZhdnGZu/2FC89sl156qebPn68nn3xSq1ev1rZt2/TCCy8oIiJCI0eO1HPPPaf69et7eHUAUDGwbCIAVBA33HCD47/Z2dmOP3tSrVo1SdKjjz4qY0yRP9OnT3c5zx6VUdihQ4cC8GqKZ3diHD9+vEzuBwAAAKBk7FxC8pw32CPQCxct2Q/5Cw7oKMgugiqsQYMGevPNN3X06FGtXr1aTz31lLp3764tW7boyiuv1HfffefSvi+//LLYHKngjGPz5s1z5CWXX365Y3kT+6dBgwbKy8uT9PsMXTZ7AEvhkec2Tx0l/rYVAAAAqMzseHzdunUucbtlWfrPf/4jSZozZ45jAHnt2rU1dOhQZWdnO5YvX7lypfbt26cWLVqoR48eTvfwt+/Fk7CwMN1222266667dObMGf35z392e7+i+mYK51klyc1KyyWXXKKVK1fq8OHD+uyzz/SXv/xFCQkJ+vDDDzVixAjl5OSUSTsAIFgo3gKACmLkyJGqVq2a9u3bJ8uyHOuze2JPhevNSO2CWrVqJUnatm2b2/32coalzZ6yd8uWLQEZlQ8AAACgdCUkJDhm8N2yZYvbYzZv3izp97zDZhc5eRpEsmvXriLvHRERoV69ejlmwBo9erRyc3P15ptvOo7xN0eyO4CqV6+uunXruv2pWbOmJGnmzJlOBWj269y0aZPba9tLrhTmb1sBAACAymr9+vVKTU2VZVke4/a6desqKipKZ8+e1ccff+w4155dy16y3P7vmDFjXO5TWrH6Y489pmrVqumrr77SsmXLHNvtnMJTjnXy5EnHDGD2sSXJzUpbzZo1dcUVV+jFF19Uamqq4uPjtX79en3//fdl2g4AKGsUbwFABREbG6v77rtPF1xwgW6//XY1bty4yOMvvfRSRUVFacGCBdqxY4fX97nwwgslSa+++qrb/dOmTfO+0SXQvHlztW/fXtnZ2XrxxRfL5J4AAAAASuaiiy6SJL300ksu+4wxju32cbZmzZpJktauXety3scff6xjx4751I7evXtLkg4ePOjYNmrUKEnSa6+9pszMTK+uc+TIEX3++eeSpLlz5yo9Pd3tz+7duxUTE6O9e/dq+fLljvOHDRsmSR5H3Hva7k9bAQAAgMrMHnQxYMAAj3F7enq67rvvPqfjpfzB81WqVNGyZcu0f/9+ffTRR5LcF2/52/dSnFq1aun//u//JElPPvmkY7udO3344YdKT093Oe+1115TVlaWGjdu7LTcor+5WVmqW7eumjZtKsk5dwOAiojiLQCoQCZOnKjFixd7VUBVr149/fWvf1VOTo4uuugip5EaUn5wvmbNGo0bN04///yzY/vYsWNVtWpVfffdd3rsscd07tw5SVJOTo7uv/9+x2iMsvDEE09Iyn/dL774otO0uWfOnNEbb7xRZjOBAQAAACjefffdp4iICM2ZM0fPPvusYznB7Oxs3X333Y6R1ePGjXM67+KLL5Yk/fOf/3TqAFm7dq3uuusuRUZGutzrueee0/PPP+9Y7sO2b98+vfHGG5Kkrl27OraPHDlSvXv31rZt2zRixAjt3LnT6bysrCzNnz9ff/rTnxzb3nvvPeXk5KhRo0YaOHCgx9cdFxenESNGSHLuBBo7dqxiY2O1aNEiTZw4Ubm5uZKkc+fOafz48VqxYoXb6/nTVgAAAKCyys3N1ezZsyVJN9xwQ5HHpqSkSJKjUEvKX2ZwxIgRysvL02233abDhw+rc+fOatu2rcv5/va9eOPee+9VZGSkFi9e7BjYMmTIEPXo0UNZWVkaM2aM0zKIixYt0qRJkyRJDz30kGM5esn/3Kw0jB49WvPnz1d2drbT9o8++kg//vijLMtSly5dSr0dABBMFG8BQCX25JNPKiUlRbt379bgwYOVlJSkXr16qXPnzoqPj1evXr306quvOgXMDRo00GuvvSbLsvTEE08oKSlJPXv2VGJiov71r39p8uTJZdb+K664QlOmTFFubq7uvvtunXfeeerRo4datWqlhIQE3XrrrS4dNQAAAACCp3PnznrxxRdlWZb+9re/qV69eurZs6fq1q2rl156SdHR0Zo1a5YSExOdzrv55pvVrl077du3T8nJyerQoYNat26tnj17asCAATr//PNd7rV3717dc889SkxMVNOmTdWrVy+1bdtWzZo1U2pqqtq3b697773XcXxYWJg++eQTdenSRYsXL1bLli3VsmVL9e7dW+3atVNcXJwuu+wyLViwwHGOXYh1/fXXO3WEuGN3An344YeO2bIaNWqkV155RZZladKkSY78KikpSVOmTHGMqA8PD3e6lj9tBQAAACqrL7/8Uunp6YqJidFVV11V5LHJycnq0qWLjDGaNWuWY7u9dOLChQsluZ91y+ZP34s3GjZsqNGjRzvuIUmWZendd99VgwYNtGzZMjVq1EjdunVTy5YtddFFF+nUqVO64YYbdPvttztdy9/crDQsXLhQl112meLi4tShQwf17NlT9erV09VXX63c3FyNHz/eMRszAFRUFG8BQCUWERGhGTNmaP78+bryyisl5a/7npaWplatWunOO+/UsmXLXNY0v/7667VkyRINHjxYmZmZ2rZtmzp06KDPP/9c1157bZm+hoceekjffvutrrnmGsXGxmrjxo06ceKEevTooaefftppJD0AAACA4Bs3bpyWL1+uK6+8Unl5edqwYYNiY2OVkpKidevW6dJLL3U5JyYmRkuWLNEtt9yimjVraseOHQoLC9Mzzzzj1KFS0NixYzVx4kQNGDBAOTk52rBhg44dO6YePXropZde0po1axQfH+90TlJSklatWqVXXnlFAwYM0JEjR7R+/XqdPHlSPXv21KRJk7R06VJJ0o4dO/Tdd99J+r0wqygXX3yxatWqpYyMDM2bN8+x/cYbb9SiRYs0aNAgnT17Vtu2bVO7du20cOFCXXLJJZKk6tWru1zPl7YCAAAAlZk96GLEiBEuOYA7dnxfcNbciy++WDVq1JCUXzBlF1G542/fizceeOABWZaluXPnKjU1VZLUokULrV+/Xn/729/UqFEjbd68WYcOHdKAAQM0Y8YMvf32224Hm/iTm5WGt99+W7fddptatmypgwcPatOmTYqNjdXIkSP19ddf6+9//3uZtAMAgskyxphgNwIAAAAAAACAs48//lhXXXWVrrjiCn322WfBbg4AAAAAAABKATNvAQAAAAAAAOXQW2+9JUnq27dvkFsCAAAAAACA0kLxFgAAAAAAABAkH3/8sRYsWKDc3FzHtjNnzuiBBx7Q/PnzVbVqVd1www1BbCEAAAAAAABKU0SwGwAAAAAAAABUVj/++KMmTZqkmJgYNW/eXNHR0dq6davOnj2r8PBwvfbaa0pMTAx2MwEAAAAAAFBKKN4CAAAAAAAAguSKK67QL7/8om+++Ub79+/X2bNndd555+nyyy/Xfffdpx49egS7iQAAAAAAAChFljHGBLsRAAAAAAAAAAAAAAAAAFDZhAW7AQAAAAAAAAAAAAAAAABQGVG8BQAAAAAAAAAAAAAAAABBQPEWgKBZtmyZLMvSoEGDgt0UBIGnz3/Pnj2yLEtNmjQJSrsQ+qZPny7LsnTTTTcFuykAAKAcuummm2RZlqZPn15m97QsS5Zlldn9EHieYkzyWpTUxIkTZVmWJk6cGOymAAAAoIKhHwalhX4YIPAo3gJKSYcOHWRZlqpUqaITJ04EuzmOQKzwT3h4uGrWrKn+/fvr3//+t86dOxfspiJACn7OL730UpHH3nPPPY5jCdaLV/D3ac+ePUUeax+3bNmyMmlbebNo0SKf/i48dOiQIiMjZVmW1q5dWwYtBAAAnjRp0sQlf6hSpYqaN2+uP/3pT9q8eXOwm1guTJ8+XRMnTiw2LoRnhfPVefPmFXn8yJEjHcdSNFU8u8OmuAJCX/Kciuo///mPLMtSw4YNlZeXV+zx69atk2VZioiIUHp6ehm0EAAABEp568MpKDs7W9OmTdPQoUOVmJioqKgo1a1bV0OGDNG///1vZWVlBbuJ+P/ohyk99MN4j34YoGKgeAsoBRs2bFBqaqokKTMzUx999FGQW+Sse/fu6tu3r/r27atu3bopMjJSK1as0J133qlhw4YpOzs72E1EgM2YMcPjvtzcXL333ntl2JqiRUZGqnXr1mrevHmwm4IAGDp0qOrVq6fMzEx9/PHHxR7/3nvv6dy5c2rdurV69OhRBi0EAADFadmypSN/aN68uX755Re99dZb6tatW7FFNpXB9OnTNWnSpCIfJrdu3VqtW7cuu0aFuKLyl2PHjmnBggVl2JqixcbGqnXr1mrUqFGwm4IAuOaaaxQdHa1ffvlFX3/9dbHHz5w5U5IcHasAACA0lOc+nM2bNys5OVl33HGHvvrqK1WpUkWdO3dWZGSkli5dqjvvvFPJyckMpimH6IdBsNAPA1QMFG8BpcAO0BISEpz+XF58+OGHWrFihVasWKE1a9YoPT1d7777rsLDw7Vs2TK98cYbwW4iAqh169Zau3atfvrpJ7f7v/zyS6Wnp5ebzqT69etr27Zt+uqrr4LdFARAWFiYrrvuOkm/d2wUxT7mhhtuKNV2AQAA7z3yyCOO/CE1NVX79u3T0KFDlZWVpZtvvlmnTp0KdhPLvW3btmnbtm3Bbka5Fx4erubNm2vevHnKyMhwe8z777+v7OzscpO/9OzZU9u2bdM777wT7KYgABISEjRixAhJxecvBTvgyF8AAAgt5bUPZ9euXerfv7927dqlwYMHKzU1Vbt379aaNWv0yy+/6LvvvlPXrl31888/O45D+UA/DIKJfhigYqB4Cwiw3NxczZ49W5L08ssvKzw8XF9//bX27dsX5JZ5ZlmWxowZo1GjRkmSFi9eHOQWIZBSUlIkeQ7YCNJQ2uzv1rJly3Tw4EGPx23fvl1r166VZVm6/vrry6p5AADAR3Xr1tWMGTMUHR2tI0eO6Msvvwx2k1CBpKSkFDn7wcyZM4kXUars/OXjjz8uckmir776SmlpaapWrZpGjhxZVs0DAAAlVJ77cFJSUnTs2DFdcMEFWrhwodq1a+e0v2fPnlq2bJk6duyoY8eO8Uy/HKEfBsFGPwwQ+ijeAgJs8eLFSktLU2JiokaPHq0hQ4bIGKNZs2Y5Hbd582ZZlqWaNWsWuUxht27dZFmW5s6d67TdGKP33ntPw4YNU61atRQdHa1mzZrprrvuUnp6ul9tb9y4sSR5bM+5c+f06quvql+/fkpISFBMTIzatGmj8ePHF7mG8qeffqrzzz9fVatWVa1atXTZZZfp+++/93j8smXLZFmWBg0apHPnzumf//ynOnTooNjYWMc64NOnT5dlWbrpppt09uxZPfzww2rWrJmqVKmi1q1bO60tfuTIEd19991q3LixYmJi1K5dO02fPt3tvU+fPq2///3v6tixo6pWraqYmBg1bNhQgwYN0lNPPaWcnJxi3sWSfbZHjhzR3/72N7Vp00YxMTGqWrWqmjRpouHDh+uVV14p9t7u/OEPf1CVKlU0c+ZMGWNcXu9nn32mRo0aacCAAUVep6w+f3sdc3drvqempmrChAnq06ePkpKSFBUVpaSkJI0aNUrffvut2+sV/K5kZWVp4sSJatGiheOzvffee3X69OkiX3tpMcZo5syZGjhwoBISElSlShW1adNGDz74oI4ePepyfFHvjc1e272wvXv36vbbb1ezZs0UHR2t6tWrq1mzZho5cqTH6Zp/+eUX3XXXXWrVqpWqVKmihIQEDR482OdpxDt27KiOHTsqLy9P7777rsfj7AS2f//+jte4evVqPfDAA+revbvq1Kmj6OhoNWzYUDfccIPPU4MX/C64U/DvHneOHj2qRx99VO3bt1fVqlVVvXp19e7dW6+//rry8vJ8agsAAKEuMTFRLVu2lCTt2LHDad/8+fM1fPhw1a5dW9HR0WratKnuuOMO7d+/3+21mjRpIsuytGfPHn3xxRcaNGiQ4uPjFRcXp2HDhmn58uXFnufOoEGDZFmWli1b5tVrOnv2rGbPnq3Ro0erdevWqlatmqpVq6bOnTvriSeecIkZ7djBXlpt8ODBjljMsiynnMNTjCblx+RPPPGEIweJi4tTr1699O9//1vnzp1zOb5gzJKXl6cXXnhB7du3V0xMjOrWratbbrlFhw8f9uo1S9L//vc/WZal9u3bezwmNzdXdevWlWVZ2rRpk2O7PzFmcexOD3ezH+zevVsrV65U37591bRp0yKvc+bMGU2dOlXdu3dXXFycYmNj1blzZz399NMeC3KMMXrjjTfUuXNnValSRXXq1NHo0aO1c+dOj/cpKob0J5adOHGiLMvSxIkTlZGRob/+9a9q1KiRoqOj1aJFC02ePNnt96Is5OTk6KWXXlLPnj0VFxenqlWrqlOnTnryySd15swZl+OLi6+Ly/2uv/56NWzYUFFRUUpISFDLli113XXXaeHChW6vt23bNv3pT39SkyZNFB0drVq1aunSSy/VkiVLfHqdF198sWrXrq2MjIwil4a185dRo0YpNjZWUv6MCnfeeac6deqkmjVrKiYmRs2bN9e4ceN87hAu+F1wp7j8JlD5HAAAFU157cNZvHixVq9ercjISP33v/9VVFSU2/tVr15dr776qiRp1apVHmdO+vLLLzVq1CjVq1dP0dHRqlevngYPHqx///vfbuPhn376SbfddptatGihKlWqqFatWurWrZsmTJigtLQ0x3H+PmMtuD0nJ0eTJk1Sq1atFBMTo/r16+vPf/6z22fintAP44x+GM/oh3FGPwxQjhkAAXXdddcZSebuu+82xhgzffp0I8m0bdvW5dgOHToYSWbu3Llur/XTTz8ZSaZGjRomKyvLsT07O9tcffXVRpKRZOrVq2c6depkYmNjjSSTlJRkfvrpJ6dr7d6923H87t273d5v0KBBRpK57777XPZlZGSYAQMGGEkmLCzMNG7c2LRv395ERUU5Xt+vv/7qct7UqVMd901KSjLdunUz1apVM9HR0Wby5MlGkhk4cKDTOUuXLjWSzIABA8yll15qJJnmzZubbt26mXbt2hljjHnrrbeMJDNmzBjTp08fEx4ebjp27GiaNGniuN+kSZPMr7/+alq2bGmioqJMly5dTL169Rz733zzTaf75uTkmN69ezteY+vWrU337t1NvXr1TFhYmJFkjh075va9K8yfz/b48eOmefPmRpKJiooyycnJpmvXrqZOnTrGsiwTHx/v1b1t9uvcv3+/GT16tJFkli9f7nTMO++8YySZhx9+2CxfvtxIMo0bN3a5Vll+/vZ31V07LrjgAiPJJCQkmLZt25quXbua2rVrG0kmPDzczJo1y+Uc+7ty3XXXmQEDBhjLsky7du1M69atHZ/rsGHDfHpvvfl9stnHLV261Gl7Xl6e4+8LSaZZs2ama9eujve0cePGZteuXV6/N4XvV/g8+32KjY01HTp0MJ07dzY1a9Y0kkynTp1crrNs2TITHx9vJJkqVaqYDh06mIYNGzqu7+7viaI8/fTTHu9la9asmZFkXn/9dcc2+3eiVq1apn379qZTp05O7Sr8vhrz+2d+4403erXdZv/dU/g7aYwxqamppn79+k6/n82bNzeWZRlJ5qqrrjJ5eXlevBMAAISOxo0bG0nmrbfecru/Xbt2RpKZOnWqY9tDDz3kiBcaNGhgunXr5shTatSoYdauXevxPlOmTDGWZZmaNWua7t27m1q1ajnizw8++MDjeZ7isYEDB7qNw2688Ua3r8uOhyMiIkyDBg1M9+7dTcuWLU1ERISRZLp27WrOnDnjOH7dunWmb9++Ji4uzkgy7du3N3379nX8LFiwwHGsuxjNGGMOHTrkyB3CwsJMx44dTdu2bR3HDxs2zJw9e9bpnIIxix1PtmzZ0rRr187R1nbt2pnMzEy370th2dnZjvd606ZNbo/54osvjCSTnJzs2OZPjOmJHeeGh4cbY4zp3bu3sSzL7N271+m4v//970aSee2118yMGTM8xm6//PKLSU5OdnyeLVq0MG3btnW8P/369XP6LG3jxo1zvPdNmjQxXbt2NdHR0SYhIcE88sgjbmPJomJIf2LZCRMmGEnmr3/9q6PNnTt3dsp1/+///s/r97ZgG4t7DFhUnnPmzBkzZMgQx/62bduajh07OnKqzp07m99++83r96bg/QrnN999952pUqWKkWTi4+NNp06dTPv27R3v3RVXXOFyrffff9+RS1WvXt107tzZJCYmGknGsizz4osvFvc2Ofnzn//s8V7GGHP69GlTrVo1I8l8+eWXju3h4eHGsixTp04d07lzZ9O+fXtTtWpVx/dg8+bNLteyP/MJEyZ4td1WVH4T6HwOAICKpLz24dx6661Fxh+FderUyUgyt912m8s+O5axY5Du3bubxo0bO2K3wrHezJkzHbFUlSpVTNeuXU2bNm1MdHS0S+7k7zNWd/0+LVu2NJ07d3bE6S1atHDbz+AJ/TD56IehH8ZGPwwQ2ijeAgLo5MmTjuB7zZo1xhhjTpw44Xjo+P333zsdP2XKFCPlFyC5M3HiRLcPZu0OkS5dupj169c7tp85c8bccccdRpLp3r270zmegpysrCyzfft2c9dddzkejP78888ubbGDzgsuuMApkDl69KgZNWqU4x/NgtatW+d4cPnyyy87/kE9efKkufbaa01kZGSRQXx4eLipU6eO+fbbbx377I4L+x//yMhI06FDB6c2z5492xFQXHjhhWbw4MFOAe2TTz7pCGLPnTvn2P7RRx85gpr9+/c7tenQoUPm+eefN6dPn3Z5b9zx57N95plnjCRz4YUXmiNHjjgdv3fvXvPcc895dW9bwaRh/vz5bhO5YcOGGUlm8+bNRSYNZfn5FxUYf/jhhy4dSnl5eeazzz4z1apVM3FxcebEiRNO+wt+V5KTk52S4lWrVjk62z7//HOP72VhgUgaXnrpJUfHwqJFixzb09LSTN++fY0k06tXL7f39TVpuPPOOx3B8smTJ532bd261bz22mtO2w4cOGBq1qxpLMsy//jHP5w6/lauXOkInufNm1fkay/o4MGDJjw83EgyqampLvtXrlxpJJmYmBhz/Phxx/a3337bJXnKyckxb7zxhomIiDDNmjUzubm5TvsDnTScOnXKkbzcddddJiMjw7Fv8+bNjo7rl19+2Yt3AgCA0FFU8VZaWprjQf7HH39sjDFm3rx5Rsovlpk5c6bj2IyMDDNy5Egj5RfEFC6ase8TERFh7r33XpOdnW2Myf83/4EHHjCSTFxcnDl48KDb8wJVvLVnzx7zwQcfuMRLaWlp5qqrrjKSzMSJE72+T0HuYjRjjPnDH/5gpPxiq507dzq2r1271tStW9dIMg888IDTOXbMEhkZaerVq2e+++47x76ffvrJNGjQwEgy06ZN89iewm6//XZHZ4I7N910k5FknnjiCcc2X2PMohQu3vr3v/9tJJl//OMfTse1atXKREdHm6NHj3os3srNzTXnn3++kWRGjx5t0tPTHfv2799v+vfvbySZv/3tb07nzZkzx0gy0dHRju+0Mfm54KBBgxz5iy/FW/7EsnbBTmRkpBkwYIA5cOCAY9/cuXMdMfXWrVvdv5luBKJ467777jNSfsfjDz/84Ni+Y8cO06ZNGyPJXHPNNW7v62vx1mWXXWYkmUceecSpE9SY/N+Nwp1FGzduNNHR0SYmJsb85z//cXpP586da+Li4kx4eLjZsGFDka+/oO+++87RYXD06FGX/bNmzXK8HwXv99prrzl9ZsbkP6uxn0MMGjTI5VqBLt4qjXwOAICKojz34djPGP/1r3959Vr+8pe/GEmmQ4cOTtuff/55R/HIjBkznGKVI0eOmGeffdYcOnTIsW3t2rWOWPeBBx4wp06dcuzLzs42s2fPdipGKmnxVkREhImLizNLlixx7Nu7d6+jGK1wP0NR6IehH8ZGP0w++mGA0EbxFhBA9giNFi1aOG23R1jYIzlse/bsMZZlmapVq7otCrIfgH711VeObYcOHTLR0dEmLi7OpcDImPwH1T169DCSzDfffOPYXjDI8fRzzTXXuH0AvHHjRkegUjggMyZ/xGnDhg2NZVlmz549ju0pKSlGkrn66qtdzjl79qypU6dOkUF8wY6gwux//C3LMuvWrXPZ36dPHyPlF3AVfnB67tw5R9BT8Fw70H/hhRfc3tMX/ny2dofJnDlzSnx/Y5yThpycHFOnTh2TkJDgCADtIK5r167GGOMxaSjrz9+bwNid8ePHG0kuD/ILflfczfRw7733OoJBb3nz+1T4p2DSkJeX5xg94S4Z/OWXXxwjPwp+R/xNGi666CIjyWzcuNGr12e/J/fcc4/b/XbH7JAhQ7y6nu3CCy80ksxDDz3kss+e5cDd98UT+zu2cuVKp+2BThpefPFFI8mMHDnS7XkbN240lmWZZs2aed12AABCgafirV9//dUMHTrUSPkjmO0Y0X7wWTjvMSY/ZrRHoP73v/91ex9PI0O7du1qJJnHH3/c7XmBKt4qypkzZ0xUVJRp2bKl1/cpyF2Mtn37dsfoUXc5zQcffGAkmapVqzrF4cXlS3bscvnll3v9+r7++msjyTRt2tRlX2ZmpmPEbcECM19jzKIULt767bffTGRkpNPsB6tXrzaSzKhRo4wxxmPx1ty5c40k06NHD5OTk+Nyr4MHD5pq1aqZatWqORUS9uvXz0gy999/v8s5aWlpjvjcl+KtoniKZe2CnSpVqrjN+e1OG2879Qq20Zefgr9XGRkZjk7OTz/91OX6a9asceRcBb8j/hZvtW7d2khyelhfFPs98ZTL2x02f/rTn7y6nq1Vq1ZGknn11Vdd9l188cUevy+e2N+xX375xWl7oIu3SiufAwCgIijPfTgJCQk+9Q/YRVo1atRwbDtz5oxjVt133nnHq+tccsklPsVKJS3e8hTL2v0QlmW5FJF4Qj8M/TD0w7iiHwYIXWECEDAzZsyQJF133XVO26+//npJ0uzZs3Xu3DnH9saNG+v888/X6dOnXdZDX79+vbZt26akpCSndX8XLFigrKwsXXTRRWrQoIFLG8LCwnTZZZdJkr7++mu37ezevbv69u2rvn37qk+fPmrcuLHCwsI0f/58vf322y5rBn/66aeSpGuuuUbVq1d3uV5sbKyGDh0qY4yWL1/u2L5o0SJJ0rhx41zOiYmJ0Z/+9Ce37bPFx8friiuuKPKYLl26qEuXLi7bO3fuLEm6+OKLVa9ePad94eHh6tixoyTp559/dmxv2LChJGn+/Pk6c+ZMkfctjj+frX3/Tz/91Ol7EggREREaPXq0jh8/rvnz50uS3n33XeXm5uqGG24o8txgff6e7Nu3T0899ZSuueYaDRkyRP369VO/fv30/vvvS5I2btzo9rzOnTure/fuLtt79Oghyfm74IuCv0/uftzZunWr9u/fr5iYGN16660u++vXr68//OEPkn5/H0vC/m599NFHMsYUe/wnn3wiSfq///s/t/uHDx+uqKgoffvttz59V+3v2rvvvuvUjpycHH3wwQdOxxS0bds2TZgwQaNGjdKgQYMcn7n9d5ynzzxQins/OnbsqCZNmujnn3/WL7/8UqptAQAgGP7xj384/v1t3769GjZsqMWLFysyMlKvv/66qlevrlOnTmnVqlWSpL/85S8u14iNjXXEPZ7imzvuuKPI7V988UUgXk6R8vLyNGfOHP35z3/WxRdfrP79+6tfv34aNmyYLMvSjh07Spwr2L788ksZY9SvXz+3Oc0f/vAHNWjQQKdPn9bKlStd9teoUUOjRo1y2e5PfNu/f381bNhQu3fv1urVq532LViwQBkZGerVq5eaN2/u2O5rjOmLWrVq6eKLL9bWrVu1bt06SdLMmTMluY8XC7Jjt5tuukkREREu+5OSktSjRw+dOnVKP/zwgyTp1KlT+vbbbyW5z18SExPdvtfe8DeWHT58uNucv6T5S1G5i7t8SZJWrFihM2fOqFGjRm5z9B49eqhPnz4yxujLL7/0q10F2d8tO0coSnZ2thYsWKDw8HDddNNNbo+5/PLLJXl+RuKJ/V2zv3u2Q4cOOV6nu+/j999/r4ceekiXX365Bg4c6PjMt2/fLknatGmTT+3wVWnlcwAAVATluQ/n5MmTkqSqVat69Vrs4+zzJGnlypU6cuSI6tWr53hNRTl79qwjrnnggQe8um9JRUVFuY1TOnbsqH79+skY4/Uzcfph6IehH8YV/TBA6HJ9igXALwcOHNDSpUsluQb+F198sWrUqKFDhw5p0aJFuuSSSxz7rrvuOq1cuVKzZ8/W6NGjHdtnz54tSbr22msVFvZ7neWPP/4oSVq9erX69evnti2//vqro03ufPjhh2rSpInTtu3bt+v666/XU089pezsbD377LMu9/z0008dD7QL27t3r9M9jx8/rkOHDkmS2rZt6/YcT9ttLVu2VHh4eJHHFOw8KOi8887zav+pU6cc26688ko1adJEixYtUr169TR8+HD1799fgwYNUrt27Ypshzu+frY333yznn76aU2fPl2ff/654/6DBw9Ws2bNfL5/YSkpKXrxxRc1Y8YMjRo1SjNmzFB4eLjGjBlT5HnB+vzdefvttzV27FhlZmZ6PObo0aNut3v6LtSpU0eS83fBF+5+nwqyLMtlm/3QvlGjRh6Tcfs7Zx9bEn/+85/19ttva/LkyXrnnXecvluFixtPnTqlPXv2SJJuu+22Iq+bmZmpI0eOqG7dul61Y+TIkapWrZr27dun5cuXa8CAAZKkzz//XEeOHFHt2rU1fPhwp3OmTJmi8ePHuxSVFuTpMw8U+3fg8ccf1z/+8Q+3x/z222+S8n8H3D2UAQAglO3YsUM7duyQlP+gPTExUQMGDNB9993nGDSxc+dO5eXlKTo62mPsWlx8U1zcGIi4qCjHjx/XJZdc4ihC8+TYsWOKjY0t8f3s15OcnOx2f1hYmNq0aaNffvlF27dvd4mTAhnfWpal0aNH6+mnn9bs2bPVu3dvxz47fymcN/gSY/ojJSVFc+fO1YwZM9SxY0e9//77qlmzplM+7Y4du02bNk3vvvuu22Ps997OX+zvb0xMjJo2ber2HH/yl5LEsqWVv6xYscLjvj179rh9/fb71aZNG7f5jZT/+71q1aqA/J7+9a9/1eLFi3Xrrbfq2Wef1UUXXaR+/fpp8ODBqlWrlkvbMjMzFRUV5fG7YXdYeHpG4klKSooef/xxrVy5Unv37lXjxo0lSe+9957OnTunTp06qUOHDk73ufPOO/XKK68Ued3SzF9KM58DACDUlfc+nOrVq+v48eM6ffq0V6/HPq5goc/WrVslST179nRqkyc7d+5UTk6OEhIS1Lp1a6/uW1INGjRwW5wk5cfcK1as8CmmpB+GfhiJfpiC6IcBQhfFW0CAzJo1S3l5eeratatLkBsVFaWrr75a//nPfzRjxgynwP+aa67R3XffrYULF+rYsWOqUaOGjDGO6vXCSURGRoYkaf/+/dq/f3+RbTp79qzX7W/VqpXeeustdejQQS+//LIeeOABRyBg33Pnzp3auXOnV/csGIDZhVKFFRdoeDPCxFOniR2oFbe/YNV51apVtXz5cj3++OP66KOP9P777zs+h+TkZE2dOtUxIsYbvn629erV06pVq/TYY485ZkF7++23JUm9e/fWv/71L/Xp08fr+xfWo0cPtWnTRgsWLNA333yjjRs3avjw4cV+DsH6/AvbtWuXbr31VuXk5Oi+++5TSkqKmjdvrmrVqsmyLL3xxhuO/e54+j7ZiVugZwsoiv3+2AmLO/b7U3DklL86d+6sb775RhMmTNCSJUv02muv6bXXXpNlWRo2bJief/55RxJnf96S3M7wUJgvf89UrVpVI0eO1IwZMzRz5kxH0mCPZB89erQiIyMdx3/zzTd65JFHFB4erilTpujyyy9X48aNFRsbK8uyNH78eD355JMeP/NAsd8Te2aGovjyfgAAECreeustjzPa2Oz45rzzzvNY3FFcfOMpNgpkXFSUe++9V6tWrVLr1q31j3/8Q71791bt2rUVFRUlKb+T4cCBAwGLPUoaEwY6vr3uuuv09NNP64MPPtC//vUvhYeH69SpU/rf//6nsLAwXXvttU7H+xJj+mPEiBGKj4/X7NmzNXDgQB0+fFhjx451fB6e2LFbampqsfconL/Url3b47G+5i8ljWUrc/5y6aWXav78+XryySe1evVqbdu2TS+88IIiIiI0cuRIPffcc6pfv76k3z/v7OzsYvOXojqf3GnSpIn69eun5cuXa9asWXrkkUckeZ4FbsaMGXrllVdUtWpVPf300xo2bJjq16+vKlWqSMrvyJs1a1ap5i+lmc8BABDqynsfTv369XX8+HHt2rXLq9djH2fHRZJ04sQJSVJCQoJX1/D1+EAIdExJP0w++mFc0Q9DPwwQalg2EQgQe7rddevWybIsl5///Oc/kqQ5c+Y4AmIp/+Hw0KFDlZ2d7ZgScuXKldq3b59atGjhmErUVq1aNUnSo48+KmNMkT/Tp0/36TW0b99e1atXV3Z2ttP0l/Y9X3/99WLvOXHiRKdzJOnw4cNu72ePCChPGjRooDfffFNHjx7V6tWr9dRTT6l79+7asmWLrrzySn333XdeX8vXz1bKHwXx0Ucf6fjx41q6dKkmTpyoNm3aaPXq1brwwgsdlfj+SklJUXZ2tuMhc3FT9Url5/P/4IMPlJOTo9GjR+uZZ55R586dVb16dUfnYHGJcHlivz9FvQf26KuCo5DcFR0WVNSorN69e+uLL77QsWPHtHDhQj344INq0KCBFi1apGHDhun48eNObZPyO0CK+8yLGu3ijv2d++ijj5SVlaUTJ05o3rx5Tvtss2bNkiTdf//9euihh5ScnKyqVav6/Zn7+/7Z78mOHTuKfT8KTsENAEBlYv97efjwYY//1rqLbwoqLm4sfF5JYqPCzp0751g+YM6cORo1apTq1avnKBQ6d+6c0tPTvb6eN/yNCUtL586d1bZtW6Wnp2vZsmWSpM8++0xnz57V4MGDlZiY6HKOtzGmP2JiYnT11Vfr119/1d133y3Jt/zFXpayqB+7KNE+xx7F646v+UugY9lgCkb+cskll2jlypU6fPiwPvvsM/3lL39RQkKCPvzwQ40YMcLRcWC3rX79+sV+3v50FNnfOfvz3L59u9auXauwsDCXjkD7mGeffVbjxo1TixYtHIVbUtnkL6WdzwEAEMrKex/O+eefL8n7pZ6/+eYbSXIqNLJjMW/jcF+Pl0qeh3nK+yTPuV9R6IfJRz+MK/ph6IcBQg3FW0AArF+/XqmpqbIsS3Xr1vX4ExUVpbNnz+rjjz92Ot9+4Gcv6WD/1900qvaSGt6MIvaH/Y9pwekv/blnQkKCo5p927Ztbo+xp/AtjyIiItSrVy89+OCDWrt2rUaPHq3c3Fy9+eabPl3Hl8+2oOjoaA0aNEgTJkxQamqq+vbtq1OnTjmm+vVXSkqKLMvSvn37VK1aNV155ZXFnlNePn87YbKT2MJKe73tQGrVqpWk/HXjPU0TvHnzZqdjpd9HrXhKxIobkSPlB8AXXXSRnnrqKW3btk3NmzfXgQMH9Pnnn0uS4uPjHVP42m0IpAsuuED169fXsWPHtGDBAn300UfKzMxUq1at1LNnT6djA/2Z+/v+lfbfuwAAVAQtWrRQWFiYsrKy9PPPP7s9xl18U5Cn+NDeXvi84v5t93bEun2N06dPq2bNmm6XC0lNTVVubq7bcz3NNFYc+/Vs2bLF7f68vDxHLO3pPQs0O08pnL8ULlIprLgY018pKSmS8uPmZs2aeYwLC/IndrO/v5mZmR47ashf8t8DTw/gSyt/qVmzpq644gq9+OKLSk1NVXx8vNavX6/vv/9ektSyZUtFRkYqLS2tVJbxuOaaaxQTE6MtW7Zo/fr1jtHqQ4cOVVJSktOxRX3mOTk5Pn+H/Hn/SjufAwAgVIVCH87VV18tSVqwYIFjeTxPVq9e7YgnC86Qay8Bt3bt2iKXP7O1bNlSUVFROn78uH766Sev2lnSGG///v0en4l7yv2KQz8M/TDu0A9DPwwQaijeAgLAHrExYMAApaene/y57777nI63jRw5UlWqVNGyZcu0f/9+ffTRR5LcB5aXXnqpoqKitGDBAu3YsSOgr2PTpk2OAKbg2t4jR46UlD+l5pEjR7y+3rBhwyRJr776qsu+rKwsnwuhgql3796SpIMHD/p0ni+frSfh4eGO0SG+3r+wxo0b6/bbb9cFF1ygv/3tbx6XlSyovHz+9ohleyREQdu2bXOMGggFbdu2VaNGjZSZmak33njDZf/BgwcdDwguuugix/ZatWopPj5eZ8+edRvQu7tWUWJjY9WhQwfHPW2jRo2SJD3//PM+Xc8bBUeoz5w50+OSI1LRn/miRYt8Thrsv9c2bNigc+fOOe3Ly8vTW2+95fY8+/148cUXy3RaZwAAQkm1atUcD/peeukll/1nz551xCoF45uCXnnllSK3X3jhhU7b7X/b165d63LOxx9/rGPHjnnZ+t/jjhMnTridfv+f//xnsef6Om3/hRdeKMuytGLFCq1fv95l/yeffKJffvlFVatWVd++fX26tr/sOO2TTz7RwYMH9eWXXyo6OtoRD3nDU4zpjwEDBmjUqFG64IILdP/993t1jt3W1157zetl8qpVq+aYscBd/vLrr786RvF7K9CxbDD169dPsbGx2r9/v+bMmeOy//vvv9eqVascy4HY7N/Rn3/+2W0u6Wv+UrduXTVt2lTS79+t2NhYXXTRRcrLy9OLL77o0/W8ER8frxEjRkjKz1/sjkBf85e33nqryFkm3Cnq77jTp0/rvffec3teaeZzAACEqlDowxk2bJh69eqlnJwc3XLLLR6XKDt58qRuv/12SVKvXr10wQUXOPb17dtXtWvX1oEDB7wqQKpSpYojz3rmmWe8aqe/z1ht2dnZ+u9//+uyPTU1VcuXL3eJKb1BPwz9MO7QD0M/DBByDIASOXfunElMTDSSzBtvvFHksZs3bzaSjGVZZt++fU77rrnmGiPJDB8+3EgynTt39nidBx54wEgyTZs2NUuXLnXal5eXZ7777jszduxYs2vXLsf23bt3G0lGktm9e7fLNbdt22a6du1qJJk2bdqY3Nxct+3r0qWLWbdunct7sHTpUnPdddeZzMxMx/bvv//ehIWFGcuyzLRp00xeXp4xxphTp06Z6667zkRGRhpJZuDAgU7XW7p0qdvtBb311ltGkrnxxhvd7p8wYYKRZCZMmOB2/4033mgkmbfeesux7V//+pd57rnnTHp6utOxe/fuNe3btzeSzOOPP+6xTZ54+9k+8sgj5o033jDHjh1z2v7jjz+aevXqGUnmzTff9Pq+9ue9f/9+r45fvny5kWQaN27s8TWUxedvf1cLt+PDDz80kkyNGjXM+vXrHdt/+ukn0759exMTE+P2O1Hcd8Wb71thxf0+FWQfV/h39aWXXjKSTFxcnFm8eLFje3p6uunfv7+RZHr37u1yPfuzuPDCC83Jkycd26dPn25iY2Md9yto7Nix5r333jOnT5922v7111+b6tWrG0lmyZIlju379+83NWvWNJLMPffc4/KdPHLkiPnvf/9rJk+eXORr92TTpk1GkomKinJ8R37++WeX455++mkjyTRv3txp/5o1a0z9+vUdn3nh33NPn/m5c+ccv0uPPPKI4zt59uxZ85e//MXjd/LkyZOmWbNmRpIZM2aMOXjwoMv+999/39xzzz1+vR8AAJRXjRs3domZizJv3jwjyURGRppZs2Y5tp84ccJcddVVRpJp0qSJOXPmjNv7REREmPvvv99kZ2cbY4zJyckxDz/8sJFkqlevbg4cOOB03iuvvGIkmUaNGpnt27c7tq9Zs8bUq1fP8W974TjMXS5gjDHt2rUzksztt99usrKyjDH58cNTTz1lwsLCTFRUlNv4789//rORZB588EGP7427GM0YY/7whz8YSaZ9+/ZO+dsPP/xgkpKS3F63uPjVUzztrZ49ezrlL1deeaXb43yNMYtitzk8PNzrds6YMcPt+5Cbm2t69+5tJJmhQ4eaHTt2OO3PzMw0//vf/8zNN9/stP3TTz81kkxMTIz59NNPHdsPHz5sLrjgAsf3qXCM6enz8DeWLS6XLS6/ccduY3GPAYvKc+677z4jydSvX98pJ9y5c6dJTk42ksy1117rck37+/THP/7R8bt97tw5M2XKFMd7Wvi7eu2115r//e9/jt9D24cffmjCw8ONZVlOvy/r16830dHRJjw83EyZMsXl75iDBw+a559/3kybNq3I1+/J3LlzHd8NSaZq1arm1KlTLsfZfxf06tXLHDp0yLH9888/N3FxcY7zC//d4+kzP3r0qOOc1157zbH92LFj5qqrrvL4nSztfA4AgFATKn04xhizfft2k5CQYCSZwYMHm9TUVKf9a9ascfTjJCQkOOVBthdeeMERs7z77ruOZ6DG5McX//rXv5xilbVr1zriiocfftgpvs/OzjbvvfeeWb58uWObv89Y7Zg0IiLCxMfHm2XLljn27d+/33Tp0sVIMn/4wx88vq9FoR+Gfhj6YZzRDwOEHoq3gBL6/PPPHQ/xjh8/XuzxdgA6ZcoUp+2fffaZ4x97SWbq1Kker5GTk2NSUlIcxyYmJpqePXuaTp06OQIASWbr1q2OcwoGOd27dzd9+/Y1ffv2Neeff75p0qSJCQsLM5JM7dq1nQIy28mTJ82wYcMc12jUqJHp1auX6dChg6lSpYpj+9mzZ53O+8c//uHYV69ePdO9e3dTvXp1Ex0dbSZPnlxkEF/WxVt33323o61NmjQxPXv2NG3atDHh4eGODhVvPuPCvP1sr7jiCiPJhIWFmRYtWpiePXuaFi1aOM4bPHiwycnJ8fq+gUwayvLz95Q05OTkODphwsPDTdu2bU379u2NZVkmKSnJPPHEEyGVNOTl5ZnrrrvOsb9Fixama9eujk7BRo0auSTvxhizdetWU61aNUcC3rVrV0fH3rRp09wmDZ06dXIkxm3btjU9e/Z0dJJKMikpKS73WbFihaldu7aR8jtgO3ToYHr16mWaNWtmLMvy2DnjLbtNkkz//v3dHpORkeEI1qOiokyHDh1M69atjSSTnJxs7r33Xp+SBmN+7+STZM477zzTvXt3ExcXZ6pVq2aeeeYZj9+FrVu3mqZNmzp+R9u2bWt69eplWrVq5fg7olevXn6/HwAAlEe+Fm8ZY8xDDz3k+Le2YcOGpnv37qZq1aqOh79r1qzxeJ8pU6YYy7JMrVq1TI8ePRyxSFhYmJk9e7bLeWfPnnUUXEVERJj27dubVq1aGUlm9OjRZuDAgW7jME/FW3PnznXEOTVr1jTdu3d3tOGxxx5ztLNw/PfNN984XnOrVq3MgAEDzMCBA83nn3/uOMZdjGaMMYcOHTIdOnRwxLidOnVyFMJI+cVHhWPs0i7eev75553yl/fff9/tcf7EmJ4EsnjLmPxiHTv3tmPtXr16meTkZEe8XbduXZfzbrvtNsc5TZs2Nd26dTMxMTEmISHBPPL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iT1yeFbU/mfP/XbW1s3qJiYn2ZQHyq5edna2kpKQCvY/SNmfOHG3btk1+fn566KGH7Ntpz4J57bXXZLFY5OPjo7p16+q+++5T37599fPPP6tz5872crSna6mpqbrnnnsUGhqql19+Od/ytGX+GjVqpOeff16xsbFKSkpScnKyvv32W3Xp0kXnzp3TiBEj9Msvv9jL06bO2fruW7Zs0cKFC3XHHXfo8OHDSk1N1apVq9SwYUPt2bNHo0aNsr8f2rJoFi5cqOzsbDVr1sw+q6gNbQqgpLnqD8MzFbbvCM9VlL4WPNdtt92mL774QuHh4brhhhsUHh6usLAwDRo0SH5+flqxYoXuvPNOd4eJIuIebsXAvV6St0qdbao3Pz8/l2X8/f0lWZc2ys/FixclSRkZGWrYsKG++OILNWvWTH5+furUqZO++uorBQUF6ejRo5o7d24xvIOKobivk82hQ4cUHx8vi8Wi+vXrq3Xr1goMDNThw4f1/vvv6/Dhw1cUN4qupK45St7Ro0c1duxYSdK9996rnj17ujmiiu2DDz7QunXr9NBDD6lVq1buDgeXod9QttBvgLvRPyqcoraXrV5eda+03uV1PcXWrVv14IMPSrI+JduoUSP7PtqzYGrXrq1u3bqpc+fOqlmzpiRp9erVWrRokbKysuzlaE/XbMt9//3vf7e3YV5oy/w988wzevLJJ9WmTRsFBwercuXK6t+/v3788Ud17txZaWlpevzxx+3laVPncvbde/TooTlz5qh+/fry9/dX37599eWXX8pisejXX3/VV199JYm2LCrbkomXz7ol0aYASlZe/WF4psL2HeG5itLXgucyxujgwYM6e/asvL291bhxY0VHR8vPz087duzQv/71LyUkJLg7TBQR31GWf9zrtSJ5q5TZpmNMT093Wca2hnJB1vLMOb3jvffem2tt7Vq1amn06NGSlGtaerhW3NdJkmbNmqXbb79dFotF27dv1+HDh/Xbb78pPj5ekyZN0po1a9StWzclJiZe+RtAoZXENUfJS0hI0ODBg/XHH3+od+/eeuWVV9wdUoV25swZPf7446pTp46mTp3q7nDgBP2GsoN+AzwB/aPCKWp75fy32VXdK613eV1PcOjQIQ0bNkypqam65ZZb9Ne//tVhP+1ZMDfeeKPWr1+vTZs26dSpU/r5558VFRWl559/Xvfff7+9HO3pnG2575iYGE2ePLlAdWjLovPz87PPHLpmzRr7E9G0qXM547Td2M+pbdu2uuaaayT92XenLQvvf//7n2JjY2WxWDRu3Lhc+2lTACUlv/4wPE9R+o7wXEXpa8Fz3XPPPXr00UdVt25d7d+/X/v27dPOnTt17NgxDRkyREuWLNE111zj8JATyg6+oyzfuNf7J5K3SllBpuwryPIklx9Psq7L7EyLFi0kidkZCqG4r1N8fLyee+45SdK8efPUpk0b+77KlSvrvffeU3R0tE6ePMkyY25iu47nz5+XMcZpmcJcc5S8CxcuaMiQIdq1a5c6dOigZcuWOTx9itL32GOPKSEhQa+++qoqV67s7nDgBP2GsoF+AzxFcfeJy7ui9idz/r+rtnZWLzQ0VF5eXgWq5+XlpZCQkAK9j9Jw6tQp9e/fX3FxcRo6dKjmzZuXa9p72rNounTpohUrVsjf31//+te/dOTIEUm0pyv33nuvMjMz9e6779rjzQ9teWW6du0qybrc28GDByXRpq4Upe9OWxbe/PnzJUk9e/ZU/fr1c+2nTQGUhIL0h+F5itJ3hOfie9LyIzY2VnPmzJGvr68++eQTRUVF2ffVqFFDCxcuVHh4uH777TctXrzYfYGiyLiHW35xr9cRvYtS1qRJE0nWqd8yMzOdlrF9eWUrm5dmzZrZ/9/VB9m2nWzigivu6/TLL78oNTVVlStXVufOnXPt9/HxUe/eve1lUfps1zEtLU0nT550WqYw1xwlKy0tTdddd502bdqk6OhorVy5UsHBwe4Oq8Lbtm2bJOn+++9XrVq1HF4vv/yyJOnjjz+2b0Ppo99QNtBvgKco7j5xeVfU/mRUVJR9JkTb/oLU8/PzU7169QpUL+c53C0hIUH9+/fXgQMH1KtXL3322WdOY6M9iy4yMlLt2rVTdna2YmNjJdGermzbtk0Wi0XXXnttrv7rp59+Kkl64YUXVKtWLXXq1EkSbXmlcsZn+9tCmzpXlL47bVk42dnZWrRokSTnSyZKtCmA4lfQ/jA8T1H6jvBcfE9afmzYsEHGGDVt2lR169bNtT8kJMT+HSvfpZZN3MMtn7jXmxvJW6Wsffv28vX1VWpqqrZu3Zprf0ZGhrZs2SLJ+sRsfurUqWP/Q5TfgL527dpFDbvCKe7rlJycnG8ZW6awbd1elK569erZk0k2bNjgtIxte0GuOUpOZmambrrpJv3www9q2LChvvvuO4WHh7s7LORw+vTpXK+LFy9Ksq43btuG0ke/oWyg3wBPUdx94vKuqP1JHx8fxcTEFLpezp/LSv/V9jTdjh071KlTJy1fvtzldPa055WxJcXY/kt7upaVleW0/2r7G3vhwgWdPn1aZ86ckURbXqmdO3fa/79OnTqSaFNX2rdvb18epKB9d9qycFavXq3jx48rICBAN9xwg9MytCmA4lSY/jA8U2H7jvBcRelrwTPxXWr5xz3c8od7vc6RvFXKQkJC1K9fP0nSBx98kGv/Z599pqSkJFWrVs0+o0J+brzxRknSRx99lGtfamqqPeO/T58+RYy64inu62TL8r1w4YI2b96ca39mZqbWrl0rSWratOkVRI6islgsuv766yU5v+Y//fST9uzZI19fX1177bWlHR7+nzFGEyZM0LJlyxQZGalVq1YpMjLS3WHh/23fvl3GGKevqVOnSpImTZpk3wb3oN/g+eg3wFOUxNilPLuS/uTIkSMlWZdKvfyJ3qNHj2rVqlWSpFGjRjmtt3jx4lxfViYnJ+uzzz6TJJc3pEtTzqfpWrZsme/TdLRn0R0+fNg+41bbtm0l0Z6u2JZccPYaP368JGnGjBkyxtiXSqEtr8w//vEPSdalaWw3wWhT5ypVqqQhQ4ZIkv7973/n2n/q1Cl98803kv7su9OWhWNbMvHaa69VaGio0zK0KYDiUtj+MDxPUfqO8FxF6WvBM9m+S927d6+OHTuWa39SUpL94UO+Sy2buIdbvnCvNw8GpW79+vXGYrEYLy8v8/HHH9u3b9++3dSsWdNIMi+88IJDnVdffdXUr1/f3HzzzbmOFxcXZypXrmwkmZkzZ5qsrCxjjDGXLl0y48ePN5JMlSpVTHx8fMm+sXKmOK9Tdna2iY6ONpJM8+bNTWxsrH1fUlKSmTRpkpFkJJlffvmlZN9YOWb7vM+YMcNlmbx+lw4ePGj8/PyMJPPiiy+a7OxsY4wxhw8fNs2aNTOSzOTJk0ss/orgSq/RAw88YCSZ8PBws2vXrpIMtcK60mvkytSpU40kM2nSpOIIs0K70mtEv6F0XMl1ot8AT1KUPnF5VZDf66L2JxMTE014eLiRZKZMmWLS09ONMcb88ccfplu3bkaSGTx4cK56mZmZpnnz5kaSGTVqlLl48aIxxpgLFy6YUaNGGUmmVatW9n/r3SUzM9OMGDHCSDKNGjUyJ0+eLFA92tO5X375xTz77LPmwIEDufZ9/fXX9vcwZMgQh320Z+Hk9TtPW7r27bffmieeeMIcPHjQYfv58+ft4zlJDn9TjKFNXdm+fbvx9vY2Xl5eZt68efbt586dMwMHDjSSTMOGDU1aWpp9H21ZMJcuXTLBwcFGklm+fHmeZWlTAFeqqP1hlB0FGS/C8xSlrwXPk5ycbO9zXX311ebQoUP2fadPnzbDhg0zkkxAQIA5fvy4+wKFSyX5nRtKV0GuJfd6XSN5y01mzpxp/8KqYcOGpk2bNsbLy8tIMkOHDjWZmZkO5W03vXv16uX0eMuWLbP/g1WzZk3TqVMnExoaaiSZoKAg880335TCuyp/ivM6/frrr6ZKlSpGkrFYLCYqKsq0adPGBAYG2s8xc+bMUnpn5cP69etNtWrV7C9/f3/7Zz7n9qNHj9rr5Pe79O9//9t+jWvXrm3at29vfH19jSTToUMHc+HChVJ6d+VDcV6jn376yf67UrduXdOtWzeXLxRcSfweOUPyVtGVxDWi31D8ivs60W+AJylsn7i8KMrvtTFF70+uWrXKBAQEGEmmevXqpkOHDiYoKMhIMlFRUSYuLs5pvf/973/2fy9CQ0NNhw4d7P+mV61a1ezcubPY26awPv74Y/tnqEmTJi77cDfccEOuurRnbqtXr7a3Z61atUzHjh1NmzZtTFhYmH17p06dzJkzZ3LVpT0LLr8vHGlL55YsWWL/HNauXdt06tTJtGvXzt73tFgsZurUqU7r0qbOvfvuu8ZisRhJpl69eqZjx4729xceHm62bduWqw5tmT/b36bq1aubjIyMfMvTpgCuxJX0h1E2kLxVdhWlrwXPs2LFCnufy9vb2zRp0sRER0fbxyE+Pj4OCXpwr9L+zg0lp7DXknu9eSN5y42WL19u+vTpY0JDQ01QUJBp27atee2115ze/CjIjfLffvvNjB492tSqVcv4+vqayMhIc9ttt5ndu3eX4Lso/4rzOp04ccI88sgjJjo62gQGBtqv06hRo8wPP/xQwu+k/Ml50yKvV84s+4L8Lm3YsMEMGzbMVK1a1fj7+5tmzZqZadOmmZSUlJJ/U+VMcV6jgh5L4k9bYZTU79HlSN4qupK6RvQbildJXCf6DfAkhekTlxdF+b22KWp/cseOHWb06NGmRo0axs/PzzRo0MA88sgjJiEhIc96R48eNXfccYepXbu28fPzM7Vr1zZ33nmnOXbs2JU0QbGZO3dugdqyfv36TuvTno4SEhLM66+/bq699lrTqFEjU7lyZePn52ciIiLM4MGDzdy5c/NMRKA9C6YgN+Boy9yOHj1qnn76adOnTx9Tr149ExgYaAICAkyDBg3MbbfdZn7++ec869Omzv34449m+PDhJjw83Pj5+ZmoqChz33335TlzAG2Zt8GDBxtJ5oEHHihwHdoUQFFdaX8Yno/krbKtKH0teJ7ff//d3HXXXaZx48bG39/f+Pn5mfr165tbb73V/Prrr+4ODzm44zs3lIzCXkvu9ebNYowxAgAAAAAAAAAAAAAAAACUKi93BwAAAAAAAAAAAAAAAAAAFRHJWwAAAAAAAAAAAAAAAADgBiRvAQAAAAAAAAAAAAAAAIAbkLwFAAAAAAAAAAAAAAAAAG5A8hYAAAAAAAAAAAAAAAAAuAHJWwAAAAAAAAAAAAAAAADgBiRvAQAAAAAAAAAAAAAAAIAbkLwFAAAAAAAAAAAAAAAAAG5A8hYAAAAAAAAAAAAAAAAAuAHJWwAAj7BmzRpZLBb17t3b3aEAAAAAqCAmTJggi8WiefPmldo5LRaLLBZLqZ0PAAAAAAAAno3kLQAoJa1bt5bFYlFgYKCSkpLcGsvhw4ftNwxyvry9vVW1alX16NFDb7/9tjIzM90aJwAAAADPERUVlWsMERgYqEaNGmnixInauXOnu0N0u3nz5mnatGk6fPiwu0MBAAAAUECedP8mp/T0dL377rvq16+fatWqJT8/P9WsWVN9+vTR22+/rbS0NHeHCAAoJiRvAUAp2L59u3bs2CFJSk1N1eeff+7miP7UsWNHdevWTd26dVOHDh3k6+ur9evX6/7771f//v2Vnp7u7hABAAAAeJAmTZrYxxCNGjXS8ePHNXfuXHXo0EHLly93d3huNW/ePE2fPj3P5K1mzZqpWbNmpRcUAAAAAJc89f7Nzp07FR0drXvvvVfff/+9AgMD1a5dO/n6+mr16tW6//77FR0dzUM0AFBOkLwFAKVg/vz5kqSwsDCHnz3BZ599pvXr12v9+vXavHmzTp06pY8//lje3t5as2aN3n//fXeHCAAAAMCDPPXUU/YxxI4dO3T06FH169dPaWlpuv3223XhwgV3h+jR9uzZoz179rg7DAAAAADyzPs3Bw4cUI8ePXTgwAFdc8012rFjhw4dOqTNmzfr+PHj2rRpk2JiYnTw4EF7OQBA2UbyFgCUsKysLC1atEiS9NZbb8nb21tr167V0aNH3RyZcxaLRWPGjNHIkSMlSatWrXJzRAAAAAA8Wc2aNTV//nz5+/vr7Nmz+u6779wdEgAAAADky1Pv34wbN07nzp1T3759tXLlSrVs2dJhf+fOnbVmzRq1adNG586d06233uqmSAEAxYXkLQAoYatWrVJcXJxq1aql0aNHq0+fPjLGaOHChfYyO3fulMViUdWqVfNcprBDhw6yWCxatmyZw3ZjjD755BP1799f1apVk7+/vxo2bKgpU6bo1KlTRYq7fv36kuQynszMTL333nvq3r27wsLCFBAQoObNm+tvf/tbnmvCL1myRFdffbUqVaqkatWqadiwYfrll19cll+zZo0sFot69+6tzMxMvfjii2rdurWCgoIUFRUlybo0icVi0YQJE5SSkqInn3xSDRs2VGBgoJo1a6Y333zTfryzZ8/qwQcfVP369RUQEKCWLVtq3rx5Ts998eJFPffcc2rTpo0qVaqkgIAA1a1bV71799bs2bOVkZGRTysCAAAAFUOtWrXUpEkTSdK+ffvs27/66isNGjRI4eHh8vf3V4MGDXTvvffq2LFjTo8TFRUli8Wiw4cP65tvvlHv3r0VGhqqkJAQ9e/fX+vWrcu3njO9e/eWxWLRmjVrCvR+UlJStGjRIo0ePVrNmjVT5cqVVblyZbVr104zZ87UxYsXHcrbxi1r166VJF1zzTWyWCz2V84xh22bMxcvXtTMmTPtY5CQkBB16dJFb7/9tjIzM3OVzzleys7O1uuvv65WrVopICBANWvW1KRJk3TmzJkCvWcAAACgovHE+zerVq3Szz//LF9fX33wwQfy8/Nzer7g4GC99957kqSNGzfq+++/d1ruu+++08iRIxUZGSl/f39FRkbqmmuu0dtvv620tLRc5X///Xfdddddaty4sQIDA1WtWjV16NBBU6dOVVxcnL1czvsyzuQcq7janpGRoenTp6tp06YKCAhQ7dq1dd999ykhIcHpMQGgPCN5CwBK2EcffSRJuvnmm+Xt7a2xY8dKcpx6t2XLlmrdurXOnTunb775xulx9u7dq61bt6pKlSoaNGiQfXtGRoZuvvlmjRkzRqtWrVJAQIBatGih06dP680331RMTIz27t1b6LhtCVXNmzfPtS8pKUl9+/bV5MmTtXHjRoWFhalJkyY6dOiQ/v73v+uqq65SfHx8rnovvviiRo4cqY0bNyo0NFQNGjTQ2rVr1b17d61fvz7PeIwxGjFihB5//HGlpKQoOjpalStXdiiTnp6uvn376qWXXlJwcLBq1aqlvXv3asqUKXruuecUHx+vrl276r333lO1atVUrVo17dq1S7fffrvmzp3rcKzMzEz169dPU6dO1c6dO1W3bl21bt1a2dnZWrdunZ588slcN2wAAACAiswY4/Dzk08+qWHDhumbb75RYGCgWrdurfj4eL377rtq27Ztng9xfPLJJxo8eLD+97//qWnTpvLz89OqVavUu3dvffbZZyX9VvTrr7/qlltu0RdffKFLly6pRYsWioyM1M6dO/XMM8+oZ8+eSklJsZcPDQ1Vt27dFBISIklq1aqVunXrZn/VrFkz33OeOXNGXbt21TPPPKOdO3eqcePGqlOnjjZv3qz7779fQ4YMUWpqqsv6t956qx566CGlp6ercePGSkhI0IcffqhrrrnG6U0ZAAAAoKLzxPs3ixcvliQNGTLE/pC9K127dlXbtm0d6uV0//33a8CAAVqyZInS09PVpk0b+fn56ccff9T999/vkIwlSQsXLlSbNm00Z84cnTx5UtHR0apRo4Z27typ5557zuX7LwpjjK6//npNmzZNktSiRQvFx8frnXfeUZcuXZzeYwKAcs0AAEpMcnKyCQoKMpLM5s2bjTHGJCUlmcDAQCPJ/PLLL/ays2bNMpLMmDFjnB5r2rRpRpK54447HLY/8cQTRpJp37692bZtm337pUuXzL333mskmY4dOzrUOXTokJFkJJlDhw7Zt6elpZm9e/eaKVOmGEkmNDTUHDx4MFcso0ePNpJM3759zYEDB+zbExISzMiRI40kc8MNNzjU2bp1q/H29jYWi8W89dZbJjs7295GN998s/H19TWSTK9evRzqrV692kgy3t7epkaNGuann36y70tJSTHGGDN37lwjyfj6+prWrVs7xLxo0SIjyQQGBpoBAwaYa665xpw+fdq+/+9//7uRZCIiIkxmZqZ9++eff24kmbZt25pjx445xBQfH29ee+01c/HixVxtAwAAAJRX9evXN5LM3Llzc+2Li4sz/v7+RpL54osvzPLly40k4+PjYxYsWGAvl5iYaK6//nojyURFRZlLly45PYePj4955JFHTHp6ujHGmIyMDPPYY48ZSSYkJMScPHnSab2c45ucevXqZSSZ1atXO2wfP3680/d0+PBhs3jxYpOcnJzrfd5www1Gkpk2bVqBz5OTbSx2uVGjRhlJpmXLlmb//v327Vu2bDE1a9Y0ksxjjz3mUMc2XvL19TWRkZFm06ZN9n2///67qVOnjpFk3n33XZfxAAAAABWRp96/admypZFkXnnllQK9jwceeMBIMq1bt3bY/tprrxlJJigoyMyfP99kZWXZ9509e9b84x//MPHx8fZtW7Zssd+neeyxx8yFCxfs+9LT082iRYvMunXr7Nts92XGjx/vNC7bWMXVPR8fHx8TEhJifvjhB/u+I0eOmLZt2zq9xwQA5R3JWwBQgubNm2ckmcaNGztsv/HGG40k8+CDD9q3HT582FgsFlOpUiWnSUHNmzc3ksz3339v3xYfH2/8/f1NSEhIrgQjY4zJysoynTp1MpLMjz/+aN+eM3nL1eumm24yu3fvznXM2NhYI8nUr1/fJCUl5dp/8eJFU7duXWOxWMzhw4ft28eNG2ckmRtvvDFXnZSUFFOjRo08O/K2m0DO2AYJFovFbN26Ndf+rl272hO4Tpw44bAvMzPT1K5d20hyqGsbjL3++utOzwkAAABUNK6St06fPm369etnJJkqVaqYpKQk061bt1xjHpuLFy+a8PBwI8l88MEHTs/Rtm1bpzHExMQYSebZZ591Wq+4krfycunSJePn52eaNGlS4PPk5Cx5a+/evcZiseQal9gsXrzYSDKVKlVyGIflN1564403jCRz7bXXFvj9AQAAABWBp96/CQsLM5LM0qVLC/Q+bElaVapUsW+7dOmSqVatmpFkPvroowIdZ8iQIUaSmThxYoHKX2nylqsENds9KIvF4jB5AACUdyybCAAlyDa17i233OKw3Tb17qJFi5SZmSlJql+/vq6++mpdvHgx15ro27Zt0549exQREeGwPviKFSuUlpamgQMHqk6dOrnO7+XlpWHDhkmS1q5d6zTGjh072pfy6Nq1q+rXry8vLy999dVX+ve//63s7GyH8kuWLJEk3XTTTQoODs51vKCgIPXr10/GGK1bt86+/dtvv5UkTZ48OVedgIAATZw40Wl8NqGhobruuuvyLNO+fXu1b98+1/Z27dpJkgYPHqzIyEiHfd7e3mrTpo0k6eDBg/btdevWlSR99dVXunTpUp7nBQAAACqS559/Xt27d1f37t3VqlUr1a1bV6tWrZKvr6/mzJkjn1iJOgABAABJREFUi8WijRs3SpIeeOCBXPWDgoJ05513SvpznHC5e++9N8/txblchyvZ2dlaunSp7rvvPg0ePFg9evRQ9+7d1b9/f1ksFu3bt6/YxgrfffedjDHq3r270zHNqFGjVKdOHV28eFEbNmzItb9KlSoaOXJkru2dOnWS5DjWAQAAAOC592+Sk5MlSZUqVSrQ+7CVs9WTpA0bNujs2bOKjIy0v5+8pKSk6LvvvpMkPfbYYwU675Xy8/PTHXfckWt7mzZt1L17dxljXI4XAaA88nF3AABQXp04cUKrV6+WlLvzP3jwYFWpUkXx8fH69ttvNWTIEHu5DRs2aNGiRRo9erS9/KJFiyRZ11338voz7/Z///ufJOnnn39W9+7dncZx+vRpezzOfPbZZ4qKinLYtnfvXo0dO1azZ89Wenq6/vGPf+Q655IlS/TTTz85PeaRI0ccznn+/Hn7+uQtWrRwWsfVdpsmTZrI29s7zzKNGjVyur169eoF2n/hwgX7thEjRigqKkrffvutIiMjNWjQIPXo0UO9e/dWy5Yt84wDAAAAKM/27dunffv2SbJ+4V6rVi317NlTf/nLX9SuXTtt375d2dnZ8vf3V8OGDZ0ew9an3rt3r9P9+Y0bXNUrLufPn9eQIUPsSWiunDt3TkFBQVd8Ptv7iY6Odrrfy8tLzZs31/Hjx7V3714NGjTIYb+rsU6NGjUkOY51AAAAgIrOk+/fBAcH6/z587p48WKB3outXM6H7Xfv3i1J6ty5s0NMruzfv18ZGRkKCwtTs2bNCnTeK1WnTh2nEwRI1nHf+vXrS3zcBwCehOQtACghCxcuVHZ2tmJiYnJ1dv38/HTjjTfqX//6l+bPn2/v/N9000168MEHtXLlSp07d05VqlSRMUaffvqppNyDiMTEREnSsWPHdOzYsTzjSUlJKXDsTZs21dy5c9W6dWu99dZbeuyxx1SzZk2Hc+7fv1/79+8v0Dlz3iiwJUpdznZ8VwrylImrmyYWi6VA+40xDudbt26dnn32WX3++ef69NNP7dchOjpaL7zwgv2pGAAAAKAimTt3riZMmOByv63/X716dXtf+3K2/n/Op8NzsiUdFbZecXnkkUe0ceNGNWvWTM8//7yuuuoqhYeHy8/PT5L1RsOJEyeUkZFRLOeztZmr9y3l/d5djZdsN2pyjnUAAACAis6T79/Url1b58+f14EDBwr0Xmzlateubd+WlJQkSQoLCyvQMQpbvjgUdewDAOUVyyYCQAmxTbm7detWWSyWXK9//etfkqSlS5faO8bh4eHq16+f0tPT9eWXX0qyTm979OhRNW7c2L7khU3lypUlSU8//bSMMXm+5s2bV6j4W7VqpeDgYKWnpys2NjbXOefMmZPvOadNm+ZQR5LOnDnj9Hy2mbk8SZ06dfThhx8qISFBP//8s2bPnq2OHTtq165dGjFihDZt2uTuEAEAAACPY+v/nzlzxmXSkO0Jc1dPWuc3bri8nrMHMnIq6FPrkpSZmanFixdLso7XRo4cqcjISHviVmZmpk6dOlXg4xWErc3yGhfl12YAAAAACsaT799cffXVkhyXUszLjz/+KEnq2rWrfZttzHD+/PkCHaOw5aUrH4O5GvNJrsd9AFCekbwFACVg27Zt2rFjhywWi2rWrOny5efnp5SUFH3xxRf2uranMz7++GOH/44ZMybXeWxLauzYsaNE3oet052QkHBF5wwLC7M/RbFnzx6nZWzT+HoiHx8fdenSRY8//ri2bNmi0aNHKysrSx9++KG7QwMAAAA8TuPGjeXl5aW0tDQdPHjQaZmdO3dKss7664yr8YFt++X1bDNPuboBUNCn1m3HuHjxoqpWrep0yZAdO3YoKyvLaV1XM43lx/Z+du3a5XR/dna2fSzlqs0AAAAA5M/T79/ceOONkqQVK1boyJEjeZb9+eef7Q/f33zzzfbttmXqt2zZouzs7HzP2aRJE/n5+en8+fP6/fffCxRnfmOw/FZuOXbsmMvl3V2N+wCgPCN5CwBKgO2pjZ49e+rUqVMuX3/5y18cykvS9ddfr8DAQK1Zs0bHjh3T559/Lsl553/o0KHy8/PTihUrtG/fvmJ9D7/99pu949ywYUOH+CRpwYIFOnv2bIGP179/f0nSe++9l2tfWlpamUqEuuqqqyRJJ0+edHMkAAAAgOepXLmy/WnxN998M9f+lJQUvf/++5KkgQMHOj3GO++8k+f2AQMGOGy3jVm2bNmSq84XX3yhc+fOFTB6KTAwUJJ16RBny8+/+OKL+dYtzLL1kvX9WCwWrV+/Xtu2bcu1/8svv9Tx48dVqVIldevWrVDHBgAAAPAnT79/079/f3Xp0kUZGRmaNGmSy6Xak5OTdffdd0uSunTpor59+9r3devWTeHh4Tpx4oQWLVqU7zkDAwPtY6yXX365QHHaxmDbt29XZmamw77s7GzNnTs3z/rp6en64IMPcm3fsWOH1q1bJ4vFYr+vBAAVAclbAFDMsrKy7J3hW2+9Nc+y48aNkyR7R1+y3ugYPny4srOzddddd+nMmTNq166dWrRokat+ZGSkHnroIWVkZGjgwIFas2aNw35jjDZv3qzJkye7fOLdmd9//1233367JKl58+bq2LGjfV/Hjh1100036ezZs+rfv3+uGwtZWVlas2aNxo4dq7S0NPv2hx9+WF5eXlq8eLHee+89+6xeFy9e1MSJEx1m9/IEr776ql577TX70iQ2R48etd9oiomJcUdoAAAAgMd7/PHHJVmTrWxPo0vWGwy33Xabzpw5o6ioKI0ePdpp/R07duixxx6z36jIzMzUU089pV9//VXBwcG65557HMoPHjxYkjWxKueNkS1btmjKlCny9fUtcOxhYWFq2bKlMjMz9fDDDys9PV2Sdazzwgsv6NNPP7UvoXg52w2Mgi5xYtO4cWONHDlSknTbbbc5jN+2bt2qKVOmSJLuv/9+lg4BAAAAiqis3L+ZP3++wsLC9P3332vgwIH2mYtttmzZot69e+u3335TWFiYQ4KZJAUEBOiZZ56RJN19991atGiRw/KG586d06uvvuowa9bUqVPl6+ur999/X0899ZQuXbpk35eRkaFPP/1U69evt29r27atIiMjFRcXp6lTp9qPn5qaqoceesjlrMI2Pj4+mjp1qsPY6fjx47rtttskSSNHjlSjRo3yPAYAlCsGAFCsvv76ayPJBAQEmPPnz+dbvn379kaSmTVrln3bf/7zHyPJ/nrhhRdc1s/IyDDjxo2zl61Vq5bp3Lmzadu2rQkODrZv3717t73OoUOH7Ns7duxounXrZrp162auvvpqExUVZby8vIwkEx4ebrZt25brnMnJyaZ///72Y9SrV8906dLFtG7d2gQGBtq3p6SkONR7/vnn7fsiIyNNx44dTXBwsPH39zczZswwkkyvXr0c6qxevdrp9pzmzp1rJJnx48c73T916lQjyUydOtXp/vHjxxtJZu7cufZtDz74oD3WqKgo07lzZ9O8eXPj7e1tJJlWrVoV6PoCAAAA5UX9+vVz9Zvz8sQTT9j71HXr1jUdO3Y0lSpVMpJMlSpVzObNm12eY9asWcZisZhq1aqZTp06mfDwcCPJeHl5mUWLFuWql5KSYlq2bGkkGR8fH9OqVSvTtGlTI8mMHj3a9OrVy0gyq1evdqjnbCxgjDHLli0zFovFSDJVq1Y1HTt2tMfwzDPP2OM8dOiQQ70ff/zR/p6bNm1qevbsaXr16mW+/vprexnb/svFx8eb1q1bG0nG29vbtG3b1kRHR9vL9+vXL9cYK7/xkm3sV79+faf7AQAAgIqkLNy/sfntt99MgwYNHO5TdOrUydSpU8dhW2xsrNNzZ2dnm8mTJ9vLhoeHm06dOpmoqCj7fY7LxzPz5883vr6+RpIJCgoyMTExpkWLFiYgIMDpuGn+/Pn241evXt107NjRhISEmMqVK5uXX345z3s+PXv2NEOHDrWPndq3b298fHyMJNOwYUMTFxeX98UBgHKGmbcAoJjZnnAYPny4QkND8y1ve3oj55MRgwcPVpUqVSRJFovF5dPokvXphPnz5+urr77SiBEjJFnXbI+Li1PTpk11//33a82aNS7XBv/ll1+0YcMGbdiwQT/99JP++OMPtWrVSk888YR27typdu3a5apTuXJlrVy5UgsXLtTAgQN16dIlbd26VX/88YfatGmjxx9/XJs3b1ZAQIBDvSeffFKff/65unTponPnzunAgQPq0aOH1q9fr+7du+fbVqXpnnvu0bRp09SzZ09lZGRo+/btOnfunDp16qQ333xTmzdvLtD1BQAAACqqWbNmafny5erfv78uXLig3377TeHh4brnnnsUGxurTp06uaw7evRoff3112rZsqX27Nmj1NRU9enTR6tXr3Y6PgoICNAPP/ygSZMmqWrVqtq3b5+8vLz08ssva+HChYWOffjw4fr666919dVXKyUlRb///rsaN26sBQsW6LnnnnNZr0ePHvr444/VuXNnnThxQj/++KPWrl2rU6dO5XvO6tWra+PGjXruuefUokUL7d27V0eOHLGPQVasWJFrjAUAAACg4MrS/ZvWrVtr9+7deuutt9SnTx9dvHhR27dvV1pamnr37q033nhDu3fvVps2bZye22Kx6J133tFXX32lYcOGyWKxKDY2VhkZGerVq5feeecdRUZG5nq/27dv1+23367w8HDt2LFDZ86cUcuWLTVt2jQNGjQoV/nFixerQ4cOSk5O1sGDB9W3b19t2rRJHTp0yLNtLRaLlixZomnTpik7O1u7du1S9erVNXnyZG3atEm1atXKsz4AlDcWY3LMkQgAAAAAAAC4SVRUlI4cOaJDhw4pKirK3eEAAAAAAIrRmjVrdM0116hXr165lpIEgIqMmbcAAAAAAAAAAAAAAAAAwA1I3gIAAAAAAAAAAAAAAAAANyB5CwAAAAAAAAAAAAAAAADcgOQtAAAAAAAAAAAAAAAAAHADizHGuDsIAAAAAAAAAAAAAAAAAKhomHkLAAAAAAAAAAAAAAAAANyA5C0AAAAAAAAAAAAAAAAAcAOStwDksmbNGlksFvXu3dvdodh5YkwVWe/evWWxWLRmzRqH7RMmTJDFYtG8efPcEhfKvqioKFksFh0+fNjdoQAAgHLOE8cYnhhTRca4ByWFcQ8AAAAAAMiJ5C3Ag9i+vCvpL4CnTZumadOmlXpdFMy0adNksVhksVhUs2ZNZWZmuix79uxZ+fn52ctz8yB/thstEyZMyLOc7TpU5BtnV199tSwWi55++ukClZ8yZYosFouGDh1awpEBAIDSVlpjFU/BuKfkMe4pWYx7Co5xDwAAAAAAcDeSt4AKaPr06Zo+fbrL/UFBQWrWrJnq1atX6LooXvHx8fr2229d7v/kk0+UkZFRihHlLSIiQs2aNVNoaKi7Q0ExuO222yRJH3/8sYwxeZbNzMzUp59+Kkm69dZbSzw2AACAK8W4x3Mw7oE7Me4BAAAAAADuRvIWgFw6d+6sPXv26KOPPnJ3KBVas2bNJEnz5893WWb+/PmyWCxq0qRJaYWVp1mzZmnPnj26/vrr3R0KisFNN90kPz8/HT58WOvXr8+z7Lfffqv4+HgFBwfruuuuK6UIAQAAio5xj2dg3AN3Y9wDAAAAAADcjeQtAPBQ3bp1U1RUlJYuXark5ORc+/fv369NmzapV69eTmcLAK5U1apV7UuBLFy4MM+yCxYskCTdcMMNCgwMLPHYAAAAUD4w7oG7Me4BAAAAAADuRvIWUIadOnVKb775pgYOHKioqCgFBASoSpUq6tWrl9OnlqdNmyaLxWL/2WKxOLwOHz4sSVqzZo0sFot69+5d6Lq2ctOmTXMa87x582SxWDRhwgSn+5csWaKrr75alSpVUrVq1TRs2DD98ssv+bZFQkKCnn76abVq1UqVKlVScHCwrrrqKs2ZM0fZ2dn51re54YYbZLFY9PLLL7sss3z5clksFsXExOTaPnDgQIWHh8vX11fVq1dXmzZt9MADD2j37t0FjsHGYrFo7NixSklJ0RdffJFrv+0ajxs3Lt9j7dmzRxMnTlRUVJT8/f1VrVo1DR06VD/88IPLOn/88Yfuvfde1a5dWwEBAWrWrJlmzJiR53IlEyZMkMVi0bx58xy2p6SkaNGiRRo9erSaNWumypUrq3LlymrXrp1mzpypixcvOj1eVFSU/fP1888/a/DgwapSpYoqVaqkHj165Bl/STt69KgmT56sBg0ayN/fX+Hh4Ro8eLC+/vprp+VdtY2Nq98dY4w++ugj9ezZU2FhYfLz81OtWrXUoUMHPfbYYzp+/HiuYxlj9Mknn6h///6qVq2a/P391bBhQ02ZMkWnTp0q1Pu0LQXy2WefKT093WmZCxcuaOnSpQ7lz58/rw8++EDXXXedGjdurMDAQIWGhqpLly564403lJmZWag4cn4WnOndu7csFovWrFnjdP8333yja6+9VjVr1pS/v7/q1Kmj22+/XQcOHChUHAAAoOAK21/K2R9KTEzUQw89pHr16snf31+NGzfWjBkzXPYhjDF677331LZtWwUGBqpmzZq65ZZbdPDgQZdjEMY9jHskxj35YdzzJ8Y9AAAAAACgpJC8BZRh77//vqZMmaJ169bJx8dHrVu3VkhIiH788Ufddtttmjx5skP5evXqqVu3bvafu3Xr5vAKCAhwea4rqVtQL774okaOHKmNGzcqNDRUDRo00Nq1a9W9e/c8ly7YuXOn2rRpo+eff1779u1TVFSUatasqc2bN+uuu+7SzTffLGNMgWK45ZZbJEmLFi1yWca2b8yYMfZtb731lq699lp9++238vX1Vbt27VSlShXt27dPb731lr755psCnf9yti+EbU/35rRw4UIFBATohhtuyPMYixcvVtu2bTV37lwlJCQoOjpafn5+WrFihfr166c333wzV51Tp06pS5cuevfddxUfH68WLVrIGKNnn31WI0eOLHB72vz666+65ZZb9MUXX+jSpUtq0aKFIiMjtXPnTj3zzDPq2bOnUlJSXNb/73//q549e2rLli1q1KiRfH19tX79eg0cONDll9YladOmTWrbtq3ee+89nTlzRq1bt1ZgYKBWrlypIUOG6Nlnny22cz366KMaP3681q1bp9DQULVr105BQUHasWOHXnrppVw3+TIyMnTzzTdrzJgxWrVqlQICAtSiRQudPn1ab775pmJiYrR3794Cn3/o0KGqWrWqEhIStGLFCqdlvvzyS126dEl169ZVr169JFmv2R133KGVK1cqMzNTrVu3Vnh4uH755Rc9+OCDGjFiRKFuMF6Jhx56SIMGDdLy5cslSS1btlRycrLmzZunmJgY/fTTT6USBwAAFcmV9JcSExPVtWtXvf3226pWrZoiIyN14MABPfvss7nGODZ33HGHJk+erN9++00RERGqW7eulixZoo4dOxYqaYFxz58Y9zDuYdzjiHEPAAAAAAAoMQaAx6hfv76RZObOnVug8uvWrTM//PCDyczMdNgeGxtrWrRoYSSZNWvW5KonyeT167969WojyfTq1avQdadOnWokmalTpzrdP3fuXCPJjB8/3mH71q1bjbe3t7FYLOatt94y2dnZxhhjkpOTzc0332x8fX2dxnThwgXTqFEjI8lMmTLFJCYm2vft3LnTtGzZ0kgyb731lsuYc0pNTTWhoaFGkvn9999z7b948aKpVKmSsVgs5ujRo8YYYzIyMkyVKlWMj4+PWbJkiUP5jIwMs3z5crN27doCnd+YP9tw0qRJxhhjOnXqZLy8vMzx48ftZTZs2GAkmZtuuskYY0zfvn2dfnZiY2ONv7+/CQgIMP/6179MVlaWfd+yZctMSEiI8fb2Ntu3b3eod/311xtJJiYmxv4+jTHm+++/N8HBwfbrsXr1aod648ePdxrH4cOHzeLFi01ycrLD9ri4OHPDDTcYSWbatGm52sL2O+Hr62tmzZpl/6ynp6ebsWPHGkmmS5cuebRmbrYYL/8MXs52HS7/zF28eNHUq1fP3v5JSUn2ffPmzTPe3t5GklmxYoXT87r6/Xb2uxMfH2+8vLxMaGioWb9+vUP5lJQUs2jRIhMbG+uw/YknnjCSTPv27c22bdvs2y9dumTuvfdeI8l07Ngxz/d+ucmTJxtJ5oYbbnC6v3///kaSeeKJJ+zbYmNjzX//+1+TmprqUPbAgQOmZ8+eRpKZN29ermPZrvmhQ4cKtN2mV69eTj+T7733npFkGjRo4LAvMzPTzJw500gyderUMSkpKa4bAAAAFGqsUtT+kq0/5Ovra3r27GlOnDhh37ds2TJ7vd27dzvU++yzz4wk4+/vb/7zn//Yt589e9YMGDDA3ne9vP/HuIdxD+Mexj05Me4BAAAAAADuQvIW4EEKm7yVl1WrVhlJ5s4778y1zxOTt8aNG2ckmRtvvDFXnZSUFFOjRg2nMb3xxhtGkrn++uudni82NtZYLBbTsGFDlzFf7vbbb3f5pfqiRYuMJNOjRw/7tri4OPuXxsXh8psYr7/+upFkXnjhBXuZe+65x0gyy5YtM8a4vokxcuRII8m8/vrrTs/15ptvGklm4sSJ9m379u0zFovFSDI7duzIVeeVV16xfw4KehMjL5cuXTJ+fn6mSZMmufbZfieGDx+ea9+ZM2eMv7+/kWQSEhIKfD5bjAV9Xf6ZmzNnjpFkatas6fSLb9uNgpyfkZznLcxNjI0bN+b5+b5cfHy88ff3NyEhIebYsWO59mdlZZlOnToZSebHH38s0DGNMeann34ykkxAQIA5f/68w764uDj7jZudO3cW6Hj79+83kkz//v1z7SvOmxhpaWmmVq1axtvb22zdutVpvVGjRhlJ5qOPPipQ7AAAVFSFGasUtb9k6w8FBgY67cvY+ravvPKKw/arrrrKSDIzZ87MVSchIcGEhYV5TPIW454/Me75E+Mexj35bbdh3AMAAAAAQPnEsolAGZecnKw5c+Zo/PjxGjBggHr06KHu3bvriSeekCTFxsa6OcKC+fbbbyXJ6TIoAQEBmjhxotN6X375pSTrMinOtGnTRlFRUTp48KCOHz9eoFjyWkLEts1WRpKqV68uf39/7d27t0Tae8yYMfLx8bEvIZKenq7FixcrPDxcgwYNclkvPT1dK1askLe3tyZMmOC0zLXXXitJWrt2rX3bt99+K2OMevbsqZYtW+aqc8cdd8jPz6/Q7yM7O1tLly7Vfffdp8GDB9s/q/3795fFYtG+fft06dIlp3WdXd/w8HBFRUVJkg4ePFjoeGrUqJFrGZycr7p16zqtZ/us3nnnnU6XzXnwwQclST/99JMuXrxY6LhyssWwadMmHT16NN/yK1asUFpamgYOHKg6derk2u/l5aVhw4ZJcrzm+enatasaN26s1NRUff755w77Pv74Y2VlZSkmJkbR0dEO+9LS0vTxxx/rzjvv1MCBA+3XfPz48ZJK/t+njRs36tSpU4qJiVH79u2dlnH2OwAAAK7MlfaXBg0a5LQv06lTJ0mOfb/k5GRt2rRJknT77bfnqlOlShWNGDGi8G+ihDDucY1xD+Mexj1Fw7gHAAAAAICyz8fdAQAoum3btmnYsGE6efKkyzIJCQmlGFHRnD9/XvHx8ZKkFi1aOC3javv//vc/SdKzzz6r559/3mmZP/74Q5J04sQJp1/sXq5Pnz6qVauWfv/9d23bts3+5ef58+e1cuVK+fj46IYbbrCX9/b21pQpU/TSSy8pJiZG3bp10zXXXGP/wtbZF92FUb16dQ0YMEArVqxQbGysDh06pISEBN13333y9fV1WW/v3r1KTU2Vn5+fhgwZ4rSMMUaStW1y1pNct3lwcLBq166tQ4cOFfg9nD9/XkOGDNHGjRvzLHfu3DkFBQXl2t6oUSOn5WvUqKHff/9dFy5cKHAsNoMHD9a8efNc7p82bZqmT5+ea7utfS7/wt6mSZMm8vPzU3p6ug4cOKA2bdoUOjab2rVr68Ybb9Rnn32mxo0b65prrlHv3r3Vo0cPXXXVVfLxcfwzbvt9+Pnnn9W9e3enxzx9+rQkx2teEOPGjdO0adO0cOFCTZo0yb7ddnPt1ltvdSh/9OhRDRgwQL///rvLY5b0v0+29jh8+LDL9jh//rykwrcHAABw7Ur7S3n1/SQ59P32798vY4yqVaumyMhIp/WupD9WnBj35I1xD+Mexj1Fw7gHAAAAAICyj+QtoIzKysrSTTfdpJMnT2rIkCF6/PHH1bJlS4WFhcnb21v79+9XkyZNlJGR4e5Q85XzC+jq1as7LVOzZk2n2xMTEyVJv/76a77nSUlJKVA8Xl5euvnmm/X6669r0aJF9psYX3zxhdLT0zVkyBCFh4c71Jk9e7Zq166tt99+W+vWrdO6deskSSEhIbr33ns1bdo0+fv7F+j8ztx6661asWKFFixYYL95cPmXxpeztU16ero2bNiQZ9nU1FT7/9uuh6trIVmvR2FuYjzyyCPauHGjmjVrpueff15XXXWVwsPD7U+y16lTRydOnHD5ea1UqZLT7V5e1gkkbTdjSoOtfWw3Dy9nsVhUvXp1nThxQsnJyVd8vo8++kjR0dF6//339e2339qfgK9evboee+wxPfLII/Z2sF3zY8eO6dixY3ket6C/Dza33nqrpk2bprVr1+r48eOqU6eOdu/erW3btsnb21tjxoxxKD9hwgT9/vvv6tKli6ZPn6527dqpatWq8vX1VWZmpv2/JcnWHmfOnNGZM2fyLFvY9gAAAK5daX+pMH0/24w/wcHBLuPJa19pYtyTP8Y9jHsY9xQe4x4AAAAAAMo+lk0EyqjNmzdr//79ql+/vr788kv17NlT1apVk7e3tyTl+wVmSbFYLJJcf6nsbDmFypUr2//f1ReNtifUXdXdt2+fjDF5vnr37l3g92H7QvaTTz6xvxfb0iGXf1krWb9Mf/DBB7V3714dOnRI//73vzV69GilpqZq9uzZ+stf/lLgcztz3XXXKSQkRPPnz9d///tfNWnSRF26dMmzjq1tateunW/b5Lxetnp5fenr6no4k5mZqcWLF0uSli5dqpEjRyoyMtJ+AyMzM1OnTp0q8PHczdY+rtrAGGNvu5w3CovyuyFZl8+ZNm2ajh8/rt27d+uf//ynhg8frrNnz+rRRx/VK6+8kiu2p59+Ot/rndfT9840bNhQV199tbKzs/Xxxx9LkubPny9JGjBggMONxpMnT2r16tUKCgrSihUrNHDgQNWsWdM+Y0JR/n26kn9bxo4dm297rFmzptAxAQAA54raXyoKW7JLXjMSFUdiyeUY9zDuuRzjHivGPYx7AAAAAABA4ZG8BZRRhw8fliR16NDB6ZPNsbGxpRyRle3miasvwPfv359rW1hYmP1p3j179jitt3v3bqfbbUs47Nixo9Cx5qVLly5q1KiRjh07pvXr1+vUqVNas2aNAgMDNWLEiDzrRkVF6bbbbtOiRYu0bNkySdKHH36o7OzsIscTGBiokSNH6vTp00pLS9O4cePyrdOkSRP5+voqLi6uUMs0NG3aVJLra3HhwgUdP368wMc7c+aMLl68qKpVq6pZs2a59u/YsUNZWVkFPp672dpn165dTvfv27dP6enp8vb2dlj2pCi/G5dr3ry57rrrLi1btkzvvPOOJGnOnDn2/SX1+2Bz2223SZIWLlwoY4z9ZsblsyEcOXLEHm/VqlVzHaco/z7l134HDhzIta2k2wMAADhX1P5SUTRu3FheXl76448/FBcX57SMbUmx4sS4h3HP5Rj3WDHu+RPjHgAAAAAAUFAkbwFlVGBgoCTp9OnTufZlZGTotddey7duUabLz69uw4YNJUlbtmzJte/ixYv65JNPnNbr37+/JOm9997LtS8tLU0ffvih03ojR46UJL3xxhvFvoSE7UnzRYsW6dNPP1VWVpaGDx/u8MR8fq666ipJ1vY6d+7cFcVz1113qW/fvurbt2++S4dIUlBQkAYOHKjs7Gy98cYbBT7PgAEDJEk//vij0y/q33//faWnpxf4eLbPTFJSktPPzYsvvljgY3mCgQMHSrLePMi57IqNra27devmsOxJXr8bx48f1zfffFOoOGyfrZMnT9q3DR06VH5+flqxYoX27dtXqOMVxE033SR/f3/99ttveuedd3TkyBEFBwfruuuucyhnu+bx8fFOfy+Lcs3zar8vvvjC6e9Xjx49FB4ertjYWJ4wBwCgFBW1v1QUwcHB9pmZnM2wk5iYqP/85z+FPi7jHsY9jHsY9zDuAQAAAAAApYXkLaCMuuqqq+Tj46MNGzboo48+sm9PTEzU2LFjnSZ12di+DFy7dm2hz5tf3WuuuUYBAQH65Zdf9K9//cu+/fz585owYYLOnj3rtN7DDz8sLy8vLV68WO+99579i8+LFy9q4sSJLp+gvvvuu9WwYUOtXr1aY8eOzfW0/YULF7R48WI98sgjhX6vY8eOlSR99tlnWrBggSTplltuyVVu165duvvuu7VlyxaHL2zT0tL097//XZJUv359VatWrdAx5NS1a1etWrVKq1atUoMGDQpUZ8aMGfL399fMmTM1e/bsXDcR4uLi9PrrrzvcPGrcuLGuu+46GWM0fvx4h6fN16xZo2nTptmXgSiIsLAwtWzZUpmZmXr44YftN0CysrL0wgsv6NNPP7UvJVIWjBkzRvXq1dPp06c1YcIEhyV6FixYoH/+85+SpCeeeMKh3uDBgyVJ//nPf7RixQr79ri4OI0dO1aZmZm5zvX999/r0UcfzXUz6cKFC3rppZckSTExMfbtkZGReuihh5SRkaGBAwfm+uLeGKPNmzdr8uTJOnjwYKHfe5UqVTR06FBJ0l//+ldJ0qhRoxQUFORQrmXLlqpSpYqOHz+uv//97/bfi9TUVD344IPatm1boc9ta78XX3zR4QbNli1bNGXKFKefyYCAAD333HOSpBtvvFFLlizJdVNlx44devzxx7Vhw4ZCxwQAAJwran+pqGx9/RkzZmj58uX27efOndPo0aPzXFLRFcY9jHsY9zDukRj3AAAAAACAUmIAeIz69esbSaZy5cqmWrVqLl//+9//jDHG/PWvfzWSjCRTr14906FDBxMYGGh8fX3Nu+++aySZ+vXr5zrPc889ZyQZb29v0759e9OrVy/Tq1cvExcXZ4wxZvXq1UaS6dWrV6HrGmPMjBkz7HHVrl3bHlfNmjXNtGnTjCQzfvz4XMd+/vnn7fUiIyNNx44dTXBwsPH397cf01lMu3fvNg0aNDCSjJeXl2nRooXp0qWLadq0qfH29jaSTJcuXYp0Tdq1a2ePKSwszKSlpeUqs23bNocyMTExpn379iY0NNRIMn5+fmbFihUFPufUqVONJDNp0qQC1+nbt6+RZObOnZtr35dffmmCgoKMJBMQEGDatWtnOnfubOrWrWuP+/HHH3eoc+LECRMVFWUkGV9fX9O+fXvTtGlTI8kMHTrU9OzZ00gyq1evdqg3fvx4p3EsW7bMWCwWI8lUrVrVdOzY0YSHhxtJ5plnnrF/9g8dOuRQz9V2m169ejmNIy+2GJ19BnOyXQdnn7mff/7Zfn0rVapkOnbs6NCef/vb35wec9KkSfYyDRo0MO3atTM+Pj6mefPm5sEHHzSSzNSpU+3llyxZYi9fvXp107FjR9O2bVv79QwNDTW//vqrwzkyMjLMuHHj7PVq1aplOnfubNq2bWuCg4Pt23fv3l3gNsspZ0ySzPfff++03FtvveUQQ8eOHU1ISIixWCxmzpw59n2Xc3XNU1JSTMuWLY0k4+PjY1q1amX/TI4ePTrPz8ITTzxhP1/VqlVNp06dTExMjKlatap9+9dff12k9gAAoKIo7FilKP0lW/8rZ38op7lz57rsx02cONF+7IYNG5qOHTuawMBAU6VKFfP0008bSWbixIkOdRj3/IlxD+Mexj2OGPcAAAAAAIDSxMxbgAe6cOGCzp496/Jle1L1xRdf1GuvvabmzZvr1KlTOnLkiPr166d169Zp0KBBLo//xBNPaOrUqWrcuLF27dqltWvXau3atU6XQihK3b/97W96++23FR0drTNnzujYsWO64YYb9Msvv6h+/fouj/3kk0/q888/V5cuXXTu3DkdOHBAPXr00Pr169W9e3eX9Zo3b67Y2FjNnj1bnTp10okTJ7R9+3alp6erV69eevnll10uW5KfnE+cjxo1yumT0k2aNNGcOXN04403qnr16tq7d6/27dun2rVr65577tGuXbvsT8+6w/XXX69du3bpwQcfVFRUlH7//Xft2rVLQUFBuv766/Xvf/8719PSkZGR2rx5s+655x6Fh4dr165dMsboueee05IlS2SxWAoVw/Dhw/X111/r6quvVkpKin7//Xc1btxYCxYssD8hXJZ06dJFsbGxuvvuuxUeHq7ffvtNFy5c0IABA/TVV19pxowZTuu99957eu6559SoUSOdOHFCZ86c0d13362NGzcqLCwsV/kePXrojTfesC9bs2vXLh0+fFiNGzfWY489pj179jg8gS5JPj4+mj9/vr766iuNGDFCkrRt2zbFxcWpadOmuv/++7VmzRo1bdq0SO99yJAh9tkUateurd69ezstd99992nBggVq166dEhIStH//fnXs2FErVqzQHXfcUejzBgQE6IcfftCkSZNUtWpV7du3T15eXnr55Ze1cOHCPOvOmjVLGzZs0C233KJKlSopNjZWhw8fVp06dTRx4kR99dVX6tu3b6FjAgCgIiroWKWo/aWimjNnjt555x21bt1aJ06c0JEjRzR8+HBt3rxZERERkqxLLBYU4x7GPYx7GPcw7gEAAAAAAKXFYsxl82gDAAAAAACUEw888IDeeustvfrqq3rooYfcHQ4AAECJOnTokFatWqXNmzdr8+bN2rlzp7KysjRjxgz97W9/K/JxN27cqNmzZ+unn37ShQsX1KBBA40ZM0aPPvqoAgICivEdAAAAABWPj7sDAAAAAAAAKAkXLlzQ559/Lknq1q2bm6MBAAAoea+//rpef/31Yj3mwoULNX78eGVlZal27dqqW7euduzYoWeffVbLly/XmjVrFBQUVKznBAAAACoSlk0EAAAAAABl2muvvabt27c7bDtx4oRGjRqlU6dOKSYmRp06dXJPcAAAAKUoPDxcw4YN03PPPaevv/5ao0aNuqLjHT58WJMmTVJWVpZefPFFHTt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      "text/plain": [
       "<Figure size 3000x2000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows = 3, ncols=3, figsize=(30, 20))\n",
    "for i, (ax, col) in enumerate(zip(axs.flat, feature_names)):    \n",
    "    x = X[:,i]\n",
    "    pf = np.polyfit(x, y, 1)\n",
    "    p = np.poly1d(pf)\n",
    "\n",
    "    ax.plot(x, y, 'o')\n",
    "    ax.plot(x, p(x),\"r--\")\n",
    "\n",
    "    ax.set_title(col + ' vs Median House Value')\n",
    "    ax.set_xlabel(col)\n",
    "    ax.set_ylabel('Median House Value')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the diagram above we can tell that some of the most influential features that are correlated with the output average house value are:   \n",
    "   - MedInc, median income in block group.\n",
    "     If MedInc increases the house value increases too.\n",
    "   - AveRooms, average number of rooms per household.\n",
    "     This variable is positively correlated with the house value. The higher the average number of rooms per household the higher the average value of the house.     "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tensorizing inputs and creating batches"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we tensorize input features and corresponding labels.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = torch.tensor(X_train).float()\n",
    "y_train = torch.tensor(y_train).view(-1, 1).float()\n",
    "\n",
    "X_test = torch.tensor(X_test).float()\n",
    "y_test = torch.tensor(y_test).view(-1, 1).float()\n",
    "\n",
    "datasets = torch.utils.data.TensorDataset(X_train, y_train)\n",
    "train_iter = torch.utils.data.DataLoader(datasets, batch_size=10, shuffle=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Defining default hyperparameters for the model.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 50\n",
    "num_epochs = 200\n",
    "learning_rate = 0.0001\n",
    "size_hidden1 = 100\n",
    "size_hidden2 = 50\n",
    "size_hidden3 = 10\n",
    "size_hidden4 = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We define a four layer neural network containing ReLUs between each linear layer. This network is slightly more complex than the standard linear regression model and results in a slightly better accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CaliforniaModel(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.lin1 = nn.Linear(8, size_hidden1)\n",
    "        self.relu1 = nn.ReLU()\n",
    "        self.lin2 = nn.Linear(size_hidden1, size_hidden2)\n",
    "        self.relu2 = nn.ReLU()\n",
    "        self.lin3 = nn.Linear(size_hidden2, size_hidden3)\n",
    "        self.relu3 = nn.ReLU()\n",
    "        self.lin4 = nn.Linear(size_hidden3, size_hidden4)\n",
    "\n",
    "    def forward(self, input):\n",
    "        return self.lin4(self.relu3(self.lin3(self.relu2(self.lin2(self.relu1(self.lin1(input)))))))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CaliforniaModel(\n",
       "  (lin1): Linear(in_features=8, out_features=100, bias=True)\n",
       "  (relu1): ReLU()\n",
       "  (lin2): Linear(in_features=100, out_features=50, bias=True)\n",
       "  (relu2): ReLU()\n",
       "  (lin3): Linear(in_features=50, out_features=10, bias=True)\n",
       "  (relu3): ReLU()\n",
       "  (lin4): Linear(in_features=10, out_features=1, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = CaliforniaModel()\n",
    "model.train()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train California Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Defining the loss function that will be used for optimization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "criterion = nn.MSELoss(reduction='sum')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Defining the training function that contains the training loop and uses RMSprop and given input hyperparameters to train the model defined in the cell above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(model_inp, num_epochs = num_epochs):\n",
    "    optimizer = torch.optim.RMSprop(model_inp.parameters(), lr=learning_rate)\n",
    "    for epoch in range(num_epochs):  # loop over the dataset multiple times\n",
    "        running_loss = 0.0\n",
    "        for inputs, labels in train_iter:\n",
    "            # forward pass\n",
    "            outputs = model_inp(inputs)\n",
    "            # defining loss\n",
    "            loss = criterion(outputs, labels)\n",
    "            # zero the parameter gradients\n",
    "            optimizer.zero_grad()\n",
    "            # computing gradients\n",
    "            loss.backward()\n",
    "            # accumulating running loss\n",
    "            running_loss += loss.item()\n",
    "            # updated weights based on computed gradients\n",
    "            optimizer.step()\n",
    "        if epoch % 20 == 0:    \n",
    "            print('Epoch [%d]/[%d] running accumulative loss across all batches: %.3f' %\n",
    "                  (epoch + 1, num_epochs, running_loss))\n",
    "        running_loss = 0.0\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the model was previously trained and stored, we load that pre-trained model, otherwise, we train a new model and store it for future uses.\n",
    "\n",
    "Models can found here: https://github.com/pytorch/captum/tree/master/tutorials/models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_load_save_model(model_obj, model_path):\n",
    "    if path.isfile(model_path):\n",
    "        # load model\n",
    "        print('Loading pre-trained model from: {}'.format(model_path))\n",
    "        model_obj.load_state_dict(torch.load(model_path))\n",
    "    else:    \n",
    "        # train model\n",
    "        train(model_obj)\n",
    "        print('Finished training the model. Saving the model to the path: {}'.format(model_path))\n",
    "        torch.save(model_obj.state_dict(), model_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1]/[200] running accumulative loss across all batches: 15496.155\n",
      "Epoch [21]/[200] running accumulative loss across all batches: 448.178\n",
      "Epoch [41]/[200] running accumulative loss across all batches: 408.678\n",
      "Epoch [61]/[200] running accumulative loss across all batches: 397.588\n",
      "Epoch [81]/[200] running accumulative loss across all batches: 341.604\n",
      "Epoch [101]/[200] running accumulative loss across all batches: 319.684\n",
      "Epoch [121]/[200] running accumulative loss across all batches: 262.656\n",
      "Epoch [141]/[200] running accumulative loss across all batches: 200.881\n",
      "Epoch [161]/[200] running accumulative loss across all batches: 195.418\n",
      "Epoch [181]/[200] running accumulative loss across all batches: 173.983\n",
      "Finished training the model. Saving the model to the path: models/california_model.pt\n"
     ]
    }
   ],
   "source": [
    "SAVED_MODEL_PATH = 'models/california_model.pt'\n",
    "train_load_save_model(model, SAVED_MODEL_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's perform a simple sanity check and compute the performance of the model using Root Mean Square Error (RMSE) metric."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model err:  0.65797454\n"
     ]
    }
   ],
   "source": [
    "model.eval()\n",
    "outputs = model(X_test)\n",
    "err = np.sqrt(mean_squared_error(outputs.detach().numpy(), y_test.detach().numpy()))\n",
    "\n",
    "print('model err: ', err)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparing different attribution algorithms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's compute the attributions with respect to the inputs of the model using different attribution algorithms from core `Captum` library and visualize those attributions. We use the test dataset defined in the cells above for this purpose.\n",
    "\n",
    "We use mainly default settings, such as default baselines, number of steps etc., for all algorithms, however you are welcome to play with the settings. For GradientSHAP specifically we use the entire training dataset as the distribution of baselines.\n",
    "\n",
    "Note: Please, be patient! The execution of the cell below takes half a minute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "ig = IntegratedGradients(model)\n",
    "ig_nt = NoiseTunnel(ig)\n",
    "dl = DeepLift(model)\n",
    "gs = GradientShap(model)\n",
    "fa = FeatureAblation(model)\n",
    "\n",
    "ig_attr_test = ig.attribute(X_test, n_steps=50)\n",
    "ig_nt_attr_test = ig_nt.attribute(X_test)\n",
    "dl_attr_test = dl.attribute(X_test)\n",
    "gs_attr_test = gs.attribute(X_test, X_train)\n",
    "fa_attr_test = fa.attribute(X_test)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's visualize attribution scores with respect to inputs (using the test dataset) for our simple model in one plot. This will help us to understand how similar or different the attribution scores assigned from different attribution algorithms are. Apart from that we will also compare attribution scores with the learned model weights.\n",
    "\n",
    "It is important to note the we aggregate the attributions across the entire test dataset in order to retain a global view of feature importance. This, however, is not ideal since the attributions can cancel out each other when we aggregate then across multiple samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# prepare attributions for visualization\n",
    "\n",
    "x_axis_data = np.arange(X_test.shape[1])\n",
    "x_axis_data_labels = list(map(lambda idx: feature_names[idx], x_axis_data))\n",
    "\n",
    "ig_attr_test_sum = ig_attr_test.detach().numpy().sum(0)\n",
    "ig_attr_test_norm_sum = ig_attr_test_sum / np.linalg.norm(ig_attr_test_sum, ord=1)\n",
    "\n",
    "ig_nt_attr_test_sum = ig_nt_attr_test.detach().numpy().sum(0)\n",
    "ig_nt_attr_test_norm_sum = ig_nt_attr_test_sum / np.linalg.norm(ig_nt_attr_test_sum, ord=1)\n",
    "\n",
    "dl_attr_test_sum = dl_attr_test.detach().numpy().sum(0)\n",
    "dl_attr_test_norm_sum = dl_attr_test_sum / np.linalg.norm(dl_attr_test_sum, ord=1)\n",
    "\n",
    "gs_attr_test_sum = gs_attr_test.detach().numpy().sum(0)\n",
    "gs_attr_test_norm_sum = gs_attr_test_sum / np.linalg.norm(gs_attr_test_sum, ord=1)\n",
    "\n",
    "fa_attr_test_sum = fa_attr_test.detach().numpy().sum(0)\n",
    "fa_attr_test_norm_sum = fa_attr_test_sum / np.linalg.norm(fa_attr_test_sum, ord=1)\n",
    "\n",
    "lin_weight = model.lin1.weight[0].detach().numpy()\n",
    "y_axis_lin_weight = lin_weight / np.linalg.norm(lin_weight, ord=1)\n",
    "\n",
    "width = 0.14\n",
    "legends = ['Int Grads', 'Int Grads w/SmoothGrad','DeepLift', 'GradientSHAP', 'Feature Ablation', 'Weights']\n",
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "\n",
    "ax = plt.subplot()\n",
    "ax.set_title('Comparing input feature importances across multiple algorithms and learned weights')\n",
    "ax.set_ylabel('Attributions')\n",
    "\n",
    "FONT_SIZE = 16\n",
    "plt.rc('font', size=FONT_SIZE)            # fontsize of the text sizes\n",
    "plt.rc('axes', titlesize=FONT_SIZE)       # fontsize of the axes title\n",
    "plt.rc('axes', labelsize=FONT_SIZE)       # fontsize of the x and y labels\n",
    "plt.rc('legend', fontsize=FONT_SIZE - 4)  # fontsize of the legend\n",
    "\n",
    "ax.bar(x_axis_data, ig_attr_test_norm_sum, width, align='center', alpha=0.8, color='#eb5e7c')\n",
    "ax.bar(x_axis_data + width, ig_nt_attr_test_norm_sum, width, align='center', alpha=0.7, color='#A90000')\n",
    "ax.bar(x_axis_data + 2 * width, dl_attr_test_norm_sum, width, align='center', alpha=0.6, color='#34b8e0')\n",
    "ax.bar(x_axis_data + 3 * width, gs_attr_test_norm_sum, width, align='center',  alpha=0.8, color='#4260f5')\n",
    "ax.bar(x_axis_data + 4 * width, fa_attr_test_norm_sum, width, align='center', alpha=1.0, color='#49ba81')\n",
    "ax.bar(x_axis_data + 5 * width, y_axis_lin_weight, width, align='center', alpha=1.0, color='grey')\n",
    "ax.autoscale_view()\n",
    "plt.tight_layout()\n",
    "\n",
    "ax.set_xticks(x_axis_data + 0.5)\n",
    "ax.set_xticklabels(x_axis_data_labels)\n",
    "\n",
    "plt.legend(legends, loc=3)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The magnitudes of learned model weights tell us about the correlations between the dependent variable `Avg House Value` and each independent variable. Zero weight means no correlation whereas positive weights indicate positive correlations and negatives the opposite. Since the network has more than one layer these weights might not be directly correlated with the price.\n",
    "\n",
    "From the plot above we can see that attribution algorithms sometimes disagree on assigning importance scores and that they are not always aligned with weights. However, we can still observe that two of the top important features: `MedInc`, and `AveRooms` are also considered to be important based on both most attribution algorithms and the weight scores.\n",
    "\n",
    "It is interesting to observe that the feature `Population` has high positive attribution score based on some of the attribution algorithms. This can be related, for example, to the choice of the baseline. In this tutorial we use zero-valued baselines for all features, however if we were to choose those values more carefully for each feature the picture will change. Similar arguments apply also when the signs of the weights and attributions mismatch or when one algorithm assigns higher or lower attribution scores compare to the others.\n",
    "\n",
    "In terms of least important features, we observe that `AveBedrms` and `AveOccup` are voted to be least important both based on most attribution algorithms and learned coefficients.\n",
    "\n",
    "Another interesting observation is that both Integrated Gradients and DeepLift return similar attribution scores across all features. This is associated with the fact that although we have non-linearities in our model, their effects aren't significant and DeepLift is close to `(input - baselines) * gradients`. Because the gradients do not change significantly along the straight line from baseline to input, we observe similar situation with Integrated Gradients as well.\n",
    "\n",
    "We also note that GradientShap behaves differently than the other methods for this data and model.  Whereas the other methods in this tutorial are calculated on test inputs and a reference baseline of zero, GradientShap is calculated with a baseline of the training distribution which might be the cause of the behavior observed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Attributing to the layers and comparing with model weights"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Beside attributing to the inputs of the model, now let's also attribute to the layers of the model and understand which neurons appear to be more important.\n",
    "\n",
    "In the cell below we will attribute to the inputs of the second linear layer of our model. Similar to the previous case, the attribution is performed on the test dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute the attributions of the output with respect to the inputs of the fourth linear layer\n",
    "lc = LayerConductance(model, model.lin4)\n",
    "\n",
    "# shape: test_examples x size_hidden\n",
    "lc_attr_test = lc.attribute(X_test, n_steps=100, attribute_to_layer_input=True)\n",
    "\n",
    "# weights from forth linear layer\n",
    "# shape: size_hidden4 x size_hidden3\n",
    "lin4_weight = model.lin4.weight"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the cell below we normalize and visualize the attributions and learned model weights for all 10 neurons in the fourth hidden layer. \n",
    "The weights represent the weight matrix of the fourth linear layer. The attributions are computed with respect to the inputs of the fourth linear layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qz3/+c7761a9m6dKlufzyy3Pqqaeu9X0rKytrjzAHAAAAAGDDsM6nNLnjjjtSFMU63w444IDaMXr37p0k+fvf/17nY0yfPr326O+abdfFhAkTcvjhh2fBggUZPnx4zj///HUeAwAAAACADUtJzuHdv3//JMm4cePqXF+zvGvXrut8KpFXX301gwcPzpw5c3LqqafmqquuathkAQAAAADYIJSk8B4yZEjatGmTV199NU8++eRq62+99dYkydFHH71O47755psZNGhQ3n///Zxwwgm58cYbG2W+AAAAAAC0fCUpvLt27ZpvfetbSZKhQ4fmrbfeSlJ97u6RI0fm4YcfTvv27fP9739/tfvuu+++6dmzZ+65556Vls+cOTODBg3K9OnTM2TIkPzqV79Kq1YleXoAAAAAAJTAOl+0srH8+7//e5577rm88MIL2XHHHbPLLrtk1qxZmT59elq3bp1bbrklPXr0WO1+b7/9dt56663MmzdvpeU/+tGPMmXKlCTVF9bcf//963zcQw45JBdccEGjPx8AAAAAAEqrZIV3p06dMm7cuFx99dW566678sorr2TjjTfO4YcfnvPPPz8DBgxYp/EWLVpU+9/PPfdcvdvtsMMO6z1nAAAAAABaroqiKIpST6KlmzNnTjbZZJPMnj07nTt3LvV0AAAAAAD+oaxtR+sk1wAAAAAAlAWFNwAAAAAAZUHhDQAAAABAWVB4AwAAAABQFhTeAAAAAACUBYU3AAAAAABloU2pJ7AhKIoiSTJnzpwSzwQAAAAA4B9PTTdb09XWR+G9FubOnZsk6d69e4lnAgAAAADwj2vu3LnZZJNN6l1fUaypEifLly/PO++8k06dOqWioqLU02EdzZkzJ927d8+0adPSuXPnUk+HFkAmWJE8sCqZYFUywYrkgVXJBCuSB1YlE6xIHhqmKIrMnTs3Xbt2TatW9Z+p2xHea6FVq1bZZpttSj0NGqhz5852JqxEJliRPLAqmWBVMsGK5IFVyQQrkgdWJROsSB7W36cd2V3DRSsBAAAAACgLCm8AAAAAAMqCwpuyV1lZmYsvvjiVlZWlngothEywInlgVTLBqmSCFckDq5IJViQPrEomWJE8NA8XrQQAAAAAoCw4whsAAAAAgLKg8AYAAAAAoCwovAEAAAAAKAsKbwAAAAAAyoLCmzXq2bNnKioqUlFRkfvvv7/e7Q444IBUVFTktttua7a5lYuFCxfm0ksvzc4775wOHTpkyy23zBFHHJGnnnqq1FOrk0w0rcceeyxXXHFFjjrqqHTr1q32Z/3222+Xemr1kommM3fu3Nxxxx35+te/nh133DEdOnTIRhttlF122SXnnntuZsyYUeoprkYems68efNy9dVX5+ijj85OO+2ULl26pF27dunWrVuOOeaYPP7446WeYp1konktXLgwvXv3brGvH/LQtGp+tvXdjjvuuFJPcTUy0TzeeeednHPOOenTp086duyYTTbZJLvuumuGDRuWt956q9TTqyUPTaeqqmqN+4iKiopst912pZ7qSmSi6T3++OM5+uij07Vr17Rt2zadO3dO//79M2rUqCxevLjU01uNTDS9Rx99NEOGDMmWW26ZysrK9OzZM8OGDWuRf3/WReHNOqmqqkpRFKWeRlmZP39+9t1331x88cV5/fXX07dv31RWVmbMmDHZd99981//9V+lnuKnkonGd+SRR+aCCy7I/fffn3feeafU01lnMtG4hg0blhNPPDF33nln3n333fTp0yfbbLNNJk2alGuuuSa77bZbnn322VJPs17y0Ljefffd/OAHP8i9996b9957L926dUvfvn0zd+7c/O53v8v++++fSy+9tNTT/FQy0fQuu+yyTJkypdTTWCvy0HQGDhxY561Pnz6lntqnkomm8T//8z/p27dvRo0alenTp2ennXZK9+7dM3Xq1Nx00035v//7v1JPsU7y0Lh69OhR775h4MCB2XjjjZMkAwYMKPFM6ycTje/aa6/N/vvvn3vvvTcLFizI5z73uWy22WZ55plncs4552S//fbL/PnzSz3NeslE47vqqqvypS99KX/4wx/SunXr7L777pkzZ05uuumm7Lbbbnn55ZdLPcU1Uniz1lq3bp2JEyfmd7/7XamnUlbOOeecTJgwIX369Mlrr72W559/PlOnTs1VV12VZcuWZejQoZk2bVqpp1knmWgau+yyS0466aTceOONee6550o9nXUiE03jyCOPzCOPPJIPP/wwL7zwQl577bVMmjQpe++9dz744IMcffTRWbBgQamnuRp5aHybbrppbrjhhrz22mv58MMP89JLL2XixIl5//33c/XVVyepftPfUj8EkYmm9+qrr2bkyJEZMmRIqaeyRvLQtP7yl7/Ueauqqir11OolE01j4sSJOfLII7Nw4cL89Kc/zQcffJDnn38+L730Uj7++OOMHz8+u+66a6mnuRp5aHxDhw6td9/w4IMPZtmyZUmSE088scQzrZtMNL433ngjw4cPT5KMGDEis2bNyoQJE/Lmm29m/Pjx2WKLLfLMM89k5MiRJZ5p3WSi8T3++OM5//zzkyTXXHNNZsyYkWeeeSbvvvtuzjrrrNq/P5cuXVrimX46hTdr7fjjj0+SXHLJJT49ayQzZszIrbfemiT55S9/mW233TZJ0qpVqwwfPjyDBg3KggULcs0115RymvWSiaYxbty4jB49Oqeddlo+//nPl3o660QmGt/111+f++67L1/+8pfTpk2b2uXbb7997rnnnrRr1y7Tpk3Ln/70pxLOsm7y0Pi22GKLnH766endu/dKy9u1a5dzzz03hxxySIqi+NSvdpaSTDStoihy6qmnpnXr1rn++utLPZ01kgdWJRNN49RTT83ChQvz85//PMOGDUu7du1q17Vq1SoDBgxIz549SzfBeshD87rnnnuyYMGCbLXVVhk0aFCpp1MnmWh8Dz30UJYuXZo999wzF154Ydq2bVu7bsCAAbnwwguTJA8++GCppvipZKLxXXfddSmKIoMHD84555yTioqKJNV/b1xzzTXZZZddMmnSpNx1110lnumnU3iz1oYOHZqePXvmpZdeym9/+9t1vv/f/va32jEqKyuz+eab59BDD83//u//1rl9zfmY6lNzzqY333yz3uWPPvpoDj744GyxxRapqKjIY489Vrvd1KlTc9ppp2W77bZLZWVltthiixx88MH17shrzndWVVWV2bNn56yzzkqPHj1SWVmZHXbYISNGjFjnT7jGjBmTpUuXpm/fvnV+bezkk09OUv3moyWSicbPxIZOJho/E5tttlm967p371771fTXXnttncZtDvLQ/PuImjx88sknjTpuY5GJps3ErbfemieeeCIXXnhhiyyvViUP3kesSiYaPxNPPfVUnn766fTu3Tvf/OY31+m+pSYPzbuPuP3225NUF4grHmTRkshE42ei5luivXr1qnP99ttvnyQt9vVIJho/E+PGjUuSHHPMMauta926dY488sgkWa+fd7MqYA223XbbIknxxBNPFDfffHORpOjbt2+xbNmylbb78pe/XCQpRo8evdoYv/nNb4p27doVSYpOnToV/fr1K7beeusiSVFRUVH85Cc/We0+SYpPi2jNvN544406l19++eVFq1atii5duhR77bVXsc022xSPPvpoURRF8dRTTxWbbrppkaTo2LFj8fnPf77YZpttah/zoosuWu3xLr744iJJcdZZZxV9+/Yt2rRpU/Tr16/o2bNn7f1OOeWUNf9AV3DSSSd96v2mTZtWO/bUqVPXaeymJBPVmiITdakZa9q0aQ0eq6nIRLXmysSKdtxxxyJJcf311zfquA0hD9WaOw/Lly8v9tlnnyJJ8Z//+Z+NNm5jkIlqTZmJWbNmFZtttlmx0047FYsWLVrp+be01w95qNZUeai573e/+91i0KBBxUEHHVScdtppxR//+Mdi+fLl6zxec5CJak2RiQsuuKB2zI8++qi48sori8MOO6wYNGhQMWzYsOKJJ55Yp/GagzxUa873EdOmTStatWpVJCkmTJjQKGM2Jpmo1hSZGDt2bJGk2G677WrfP6zovPPOK5IUp5566jqN29RkolpTZKJNmzZFkuLBBx+sc/2NN95YJCm22GKLdRq3uSm8WaMVdyRLliwpevXqVSQp7rzzzpW2q29HMnHixKKysrJo37598Ytf/GKlHdCYMWOKzp07F61bty5efPHFle7X0B1J69ati0suuaRYsmRJURTVRcDChQuL+fPnFz169CiSFF/96leLOXPm1N73tttuK1q3bl0kKR544IGVxq3ZkbRt27b4whe+UEyfPn2l51Fzv1dffbX+H+YqBg4cWLvTq8vy5ctrd8Bjx45d63GbmkxUa4pM1KWlFhYrkolqzZWJGi+++GLtz+C5555rlDEbgzxUa648zJ8/v5g4cWLx9a9/vUhSDBgwoPY5tBQyUa0pM/G1r32tSFI88sgjqz3/lvb6IQ/VmioPNc+zrtsXvvCFYtasWes0XnOQiWpNkYmDDjqoSFL84Ac/KLp3715nLoYNG9aiPgyRh2rN+b7yyiuvLJIUO++8c4PHagoyUa2pMlHzcxsyZEjxwgsvFJ988knx9ttvFyNHjizatGlTfPazn21RB+AVhUzUaIpMbL755kWS4pZbbqlz/Q9/+MPan8MHH3yw1uM2N4U3a7TijqQoimL06NFFkmKnnXYqli5dWrtdfTuSr3zlK0VS/9GHN9xwQ5GkGDp06ErLG7ojOfzww+u8X82nf1tttVWxYMGC1dYPGzasSFLst99+Ky2v2ZF06NChzj8ca57nqFGj6p3zqnbeeeciSXHTTTfVu81nPvOZIklxzz33rPW4TU0mqjVFJurSUguLFclEtebKRFEUxdKlS4v99tuvSFJ86UtfavB4jUkeqjV1HnbfffeVCouNN964qKqqKj755JP1Gq8pyUS1psrEI488UiQpjjvuuJWWt9TXD3mo1lR5GDx4cPHb3/62eP3114uFCxcWb7/9dnHDDTcUnTt3LpIU/fv3b9EfihWFTDRmJj73uc/VliGdOnUqbr/99mLu3LnF+++/X1x11VW1R/W21G+KFYU8NMf7yl133bVIUlxxxRUNHqspyES1psrEggULinPPPbfYbLPNVnpvmaT41re+1eLeRxSFTNRoikwMHjy4SFIccsghq61btmxZ7f4iSTFlypS1Hre5OYc36+zEE09M7969M2nSpNx5552fuu3ixYvzwAMPpHXr1jnppJPq3GbIkCFJqq8E25i+8Y1v1Ln8oYceSpJ8+9vfTvv27Vdbf+aZZyZJxo8fn/nz56+2fvDgwdlmm21WW77XXnslSf7+97+v9RwXLlyYJCtdOGZVlZWVSf7fubVaIplovEyUC5lo+kxccMEFeeKJJ9KpU6f84he/aPB4TUkemiYPe+yxRwYOHJjddtstHTt2zLx583L33Xdn/Pjx6zVec5KJxn0v8a//+q/p1KlTRo0atdb3a0nkoXH3EQ8++GCOPfbY9OrVK5WVlenWrVtOP/30PPLII2nbtm2efvrpFn+hKZlovEzUjL9kyZJcd911+frXv56NN944m2++eYYPH147l8svv7zFnqNXHpr2feWLL76Yl156Ka1atcrXvva1Bo3VXGSicTPx4Ycf5u233878+fOz8cYbp1+/funatWuS6uuO3X333es0XinIRONlYtiwYUmSBx54ID/+8Y9rLwa6ePHinH766XnppZdqt23JPVXLvBIBLVrr1q1z0UUX5Rvf+EZGjBiRE044od6LWrz22mtZuHBh2rVrl0MOOaTObWp+eaZPn96o8+zbt2+9c0qSnXfeuc71vXv3Trt27bJ48eK8/vrr+dznPrfS+pqLNqzqM5/5TJJk3rx5az3Hmh3Z4sWL691m0aJFSZIOHTqs9bjNTSYaLxPlQiaaNhM/+9nPcvXVV6dNmza566676n28lkIemiYPo0ePrv3vJUuW5Oabb84555yTwYMH59FHH82+++67XuM2B5lovExcdtllmTJlSq699tp89rOfXev7tSTy0DzvI/baa68cc8wxueuuu3LvvffmxBNPbJRxm4JMNP7fG126dKmzaPne976Xa6+9NjNnzswLL7xQW460JPLQtPuImotV7r///unevXuDxmouMtF4mXjvvffSv3//vP3227n44ovzwx/+MG3btk2SPPbYYznuuONy9tlnZ9myZfn+97+/1uM2N5lovEwcfvjhta8NF154YUaOHJmePXtmypQpmT9/fk488cTa/cbGG2+81uM2N4U36+WEE07Ij3/840yaNCm33357vvWtb9W53ezZs5NUF7o1V3qtT83Rzo2lY8eOdS6v+UWv+cVfVUVFRbbccstMnz49c+fOXetxW7Wq/sJEzY5xbXTp0iVJ8tFHH9W5viiKfPzxxytt21LJxOrWJxPlRCZW1xiZ+M1vfpN/+7d/S0VFRW677bYceuih6z1Wc5KH1TXmPqJt27YZNmxYFixYkO9///upqqrKI4880uBxm5JMrG5dMzF58uSMHDkyu+++e7773e+u1X1aKnlYXVO8jxgwYEDuuuuuTJkypdHGbCoysbqG/L2x/fbb11n+dO/ePRtvvHHmzZuXN998s0UW3ok81KUx9hHLli2r/cZHS/4QrC4ysbr1ycQVV1yRt99+O4MHD05VVdVK6/bff/9ce+21OeGEEzJixIicfvrpdR593FLIxOrWdz8xatSoDBw4MDfeeGMmTJiQSZMmZaeddsqwYcPyxS9+MbfffntatWpV73xbAqc0Yb20bt06P/rRj5IkI0aMqPfrbzWf9nTr1i1F9TnjP/VWl/qW1/U1jrVRM6dZs2bV+3jvvfdekqRTp07r9Rhrq3fv3knq/3rJ9OnTa4/+rtm2pZIJViUTje+BBx7IiSeemOXLl+c//uM/NpivnSby0FxqPgB5/vnnSzqPtSETDffyyy/XHunTrVu3bL311ivdauy5557Zeuutc8011zTZXBpKHppHzVF7LfXUFSuSicax0047Jfl/p0msS83pFZctW9akc2kIeWgaY8eOzYwZM9KhQ4ccffTRzfrYDSUTjeMvf/lLkuTLX/5ynesPOOCAJMmcOXMyefLkJp1LQ8lE4zr66KMzduzYfPzxx1mwYEFefPHFfOc738mECROSJH369MlGG23ULHNZHwpv1ttxxx2XnXfeOW+88UZuu+22Orfp3bt32rZtmxkzZuTDDz9cp/FrPqGq+aVe0ezZs/P++++v85yTZMcdd0ySvPLKK3Wunzx5chYvXpzWrVs3+WkC+vfvnyT1fqpYs7xr164bxNfLZIJVyUTj+fOf/5xjjjkmS5YsyRVXXFF7brUNiTw0vZo39htCmZXIRGOZN29eZs6cudqtxnvvvZeZM2e2+FNsyUPTe/nll5OkzvN8tkQy0XADBgxIkrzxxht1rp89e3btz61bt25NOpeGkofGV3NagiOPPLLkH8itD5louLqOFq5PYx/t3BRkoun97ne/S5IcdthhJZ3Hmii8WW+tWrXKxRdfnKT6/JFLlixZbZuNNtooBx10UJYvX56f/OQn6zR+r169kiTPPvvsautuueWW9ZhxtYMOOihJcvPNN9e5w66Z58CBA+v9WkhjGTJkSNq0aZNXX301Tz755Grrb7311iTZYD5tlwlWJRONY8KECTn88MOzYMGCnH/++TnvvPOa/DGbgjw0vfvvvz9J0q9fv5LOY23JRMMceeSRa3VE0rRp01IUxWpfVW5p5KFpzZw5s/ZCXjVH7LV0MtFwRxxxRCorK/POO+/k4YcfXm19zfUgOnXq1GJPZ1JDHhrX/Pnzc9999yXZ8E5nUkMmGq7mm+Rjx46tc33NfqNVq1bZYYcdmnQujUEmmtYzzzyTe++9N+3atcupp55asnmsDYU3DXLsscdmt912y1tvvVXvUcojRoxIZWVlLrvsslx55ZWrXcV1xowZuf766/Ozn/1speUHH3xwkuTCCy9c6SilP/3pT7n00kvrvQDBmhx//PHp0aNHZs6cmZNOOmmlo53uuOOO/PznP0+SZimUunbtWnteqaFDh+att95KUv11lZEjR+bhhx9O+/btW/TFIVYlE6xKJhpm0qRJGTx4cObMmZNhw4bl8ssvb/LHbEry0DCjRo3KXXfdtdrXJefOnZurrroql156aZJsUOdzlglWJA8Nc/755+fOO+/MJ598stLyiRMnZtCgQfnoo4/ymc98psX/kboimWiYLbbYIqeffnqS5PTTT8/rr79eu278+PG1rxtnnnlmiz43bw15aDz33Xdf5s+fn6222iqDBg1q1sduTDLRMDWnSPzTn/6UqqqqlQrixx57LGeffXaS6tPmtfTritWQiYa78cYbV3p+RVHkwQcfzOGHH57ly5fnoosuqi3/W6wC1mDbbbctkhRPPPFEnevvueeeIkntbfTo0attc++99xYbbbRRkaRo37590a9fv2LvvfcuunfvXnu/H/zgByvdZ9asWcXWW29dJCkqKyuLfv36FT179iySFOedd17tvN54440657vq8hU99dRTxSabbFIkKTp27Fj80z/900pzufDCC1e7z8UXX1wkKS6++OI6xxw9enSRpPjmN79Z7+PWZc6cOcUee+xRJCnatWtX7LHHHkW3bt2KJEXr1q2LO+64Y53Gaw4yUa2pMnH66acXm2++ee2tZg5dunSpXTZkyJB1GrOpyUS1psjEgQceWCQpKioqin322acYOHBgnbdbb711rcdsavJQrSny8M1vfrP29WHHHXcs9t5772L77bcv2rVrV5uTH/3oR2s9XnORiWpN9bpRn5q5TJs2rVHGayzyUK0p8nDEEUcUSYo2bdoUffr0Kfr371/06tWrdh5bbbVV8fTTT6/1eM1FJqo11T5i4cKFxRe/+MXa149+/foVffv2rZ3LwQcfXCxevHidxmxK8lCtqV8zat5jnnXWWet1/+YkE9WaIhPLly8vTjrppNrH7dSpU9GvX7/aTiJJsd1223kv8f/7R8hEURTFJptsUrRq1aro3r17sddee9U+5yTFGWecsU5jlYojvGmwr3zlK2v86vRRRx2VV155JWeeeWZ69uyZSZMm5ZVXXslGG22Uo446Kr/61a9W+6Rqyy23zLhx43Lsscdmo402yqRJk9KlS5eMHj06V1xxRYPm3L9//0ycODGnnnpqtthii/z1r3/NvHnzcuCBB+aPf/xjRowY0aDx10WnTp0ybty4VFVVZbvttssrr7yShQsX5vDDD88TTzyxQV2UroZMNMzcuXPzwQcf1N5qfPTRR7XLaq4svaGQifW3aNGiJElRFBk/fnzGjRtX523q1KnNMp/GIA/r74wzzsh5552XvffeO/PmzcsLL7yQd999N7169copp5ySZ555JpdcckmzzKUxyQQrkof1d9ppp+U73/lOdt1113z44YeZMGFC3n///ey1116pqqrKSy+9lL333rtZ5tKYZKJhKisr89BDD2XUqFHZbbfdMnny5EydOjV77713brzxxowZM6b2gqYbAnlouHfffbf2FBYb6ulMViQT66+ioiKjR4/O3XffnYMPPjjt27fPSy+9lNmzZ2ePPfZIVVVVXnjhhQ3m2g81ZKJhzjvvvAwcODCLFi3Kiy++mKT6Zzp27Nhcf/31zTaPhqgoinouLQoAAAAAABsQR3gDAAAAAFAWFN4AAAAAAJQFhTcAAAAAAGVB4Q0AAAAAQFlQeAMAAAAAUBYU3gAAAAAAlAWFNwAAAAAAZUHhDQAAAABAWVB4AwAAAABQFhTeAAAAAACUBYU3AAAAAABlQeENAAAAAEBZUHgDAAAAAFAWFN4AAAAAAJSF/w/LD8WJBVon+gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 8))\n",
    "\n",
    "x_axis_data = np.arange(lc_attr_test.shape[1])\n",
    "\n",
    "y_axis_lc_attr_test = lc_attr_test.mean(0).detach().numpy()\n",
    "y_axis_lc_attr_test = y_axis_lc_attr_test / np.linalg.norm(y_axis_lc_attr_test, ord=1)\n",
    "\n",
    "y_axis_lin4_weight = lin4_weight[0].detach().numpy()\n",
    "y_axis_lin4_weight = y_axis_lin4_weight / np.linalg.norm(y_axis_lin4_weight, ord=1)\n",
    "\n",
    "width = 0.25\n",
    "legends = ['Attributions','Weights']\n",
    "x_axis_labels = [ 'Neuron {}'.format(i) for i in range(len(y_axis_lin4_weight))]\n",
    "\n",
    "ax = plt.subplot()\n",
    "ax.set_title('Aggregated neuron importances and learned weights in the last linear layer of the model')\n",
    "\n",
    "ax.bar(x_axis_data + width, y_axis_lc_attr_test, width, align='center', alpha=0.5, color='red')\n",
    "ax.bar(x_axis_data + 2 * width, y_axis_lin4_weight, width, align='center', alpha=0.5, color='green')\n",
    "plt.legend(legends, loc=2, prop={'size': 20})\n",
    "ax.autoscale_view()\n",
    "plt.tight_layout()\n",
    "\n",
    "ax.set_xticks(x_axis_data + 0.5)\n",
    "ax.set_xticklabels(x_axis_labels)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is interesting to observe that the attribution scores for the 10 neurons in the last layer are spread between half of the weights and all have positive attribution scores.\n",
    "\n",
    "We also observe that the neurons five and six have very small attributions but relatively larger weights. Another interesting thing to observe is that the weights do not fluctuate much whereas attributions do fluctuate more relative to that and spike in Neuron 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  },
  "vscode": {
   "interpreter": {
    "hash": "4311c7dda575c081001492aac26d536ae97e4c13a1d6ad5cc980ffae203d70d8"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
